{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 原因：opencv-contrib-python3.4.3版本开始申请了算法专利保护，SIFT等已经不能够使用。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 解决方案：pip uninstall opencv-python 或者 pip uninstall opencv-contrib-python，然后pip install opencv-contrib-python==3.4.1.15"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 这里就不用sift和surf了，使用ORB试试就行了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 参考：https://blog.csdn.net/zhangziju/article/details/79754652"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sift = cv.xfeatures2d.SIFT_create()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# surf = cv.xfeatures2d.SURF_create()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "orb = cv.ORB_create()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = cv.imread('./left01.jpg')\n",
    "gray1 = cv.cvtColor(img1, cv.COLOR_BGR2GRAY) #灰度处理图像\n",
    "kp1, des1 = orb.detectAndCompute(img1,None)#des是描述子\n",
    "\n",
    "img2 = cv.imread('./left03.jpg')\n",
    "gray2 = cv.cvtColor(img2, cv.COLOR_BGR2GRAY)\n",
    "kp2, des2 = orb.detectAndCompute(img2,None)\n",
    "\n",
    "hmerge = np.hstack((gray1, gray2)) #水平拼接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hmerge,'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "img3 = cv.drawKeypoints(img1,kp1,img1,color=(255,0,255)) #画出特征点，并显示为粉红色圆圈\n",
    "img4 = cv.drawKeypoints(img2,kp2,img2,color=(255,0,255)) #画出特征点，并显示为粉红色圆圈\n",
    "hmerge2 = np.hstack((img3, img4)) #水平拼接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z+dDW1qbKlWXELKtaLMtCS0sL0um0yvMMGzYMXq8XkUgEa9asgWVZ6NevnzKq8jnS6TTy+TwSiQSy2Sy2bNmC5uZmNDU1wTRNrF+/HoFAQJ0zevRoNDc3o6amBhMmTEAoFLLRuHREfCYacFKVBCU8RuqEzItRFyT9KI09209jzjHjdQhGOC60FWwL9YZ9KHWxKwqH/SedrbwGHW535Vtp6GXnAaVDHYksSwkNB0U6DU48AIq6KIWgWHfOGn95bzn5mEgCYCt9pDGTqIRK5Sz303XdVgFgmiYSiQQymQy2bt2K6upqLF26FCtXrlQomIgnlUopw8HnIpJyu92Ix+NIJpNK8VKplCrdrKqqwp49e9DR0YFBgwZh7dq1CAaDqK6uRnt7O4LBoC0JJENYGgVGP6RXnMaOhp9Ch8YKINmf0riQ0ya6o2EiwpRlanJsKPy9lHCiyqQZjS4Nwf4QvayI6CqMdkYkUviMHDeZLO4qPJeJXyeiLNVeGS3y+qRopIGVhlA+365du9Q4s2+mTJmixp/zqrGxEY2NjVi3bp2Nj3e73WhsbERDQwMaGxuVc8/n82htbUUoFFJJWpfLheXLl6O6uhqGYWD37t3KYXFMZITC/udvrBICOvNBfBZZ9QLA5mgl3cNjKZISdOac5DiXqrqRv3M82G557VJSzlmUij66km+NoXcqtMywywocTkqiQZk1B2A7TpZrAZ0dy4knq0FkuCdRW6FQQCaTsRmGXC6HcDis0ABDYRne8ZmIPmUNfyKRUJOLJXp0AIVCAe3t7VixYgVisRgaGhrg8Xiwc+dObNmyBblcTk3wyspKxONxFW2Q+5eUUyaTsRln8uIsHW1vb4dpFtcPtLS0YNCgQSgUCkin06iurgYA1X6G+6zuINrJ5XLqM8v+WFcvF3ywL2SZn1ycItEkJxkTwkSoAFTlRyQSgcvlQlNTkxpjieilXkl9cCbdeKw02DLyow7JWmrqoeSwpZ7J6qRAIKDOpcgokvdjnbnb7VZj6QQskmIgqJDGpRRNJOu5TdNENBpFa2urihh5X5bjEjh4PB7E43E0NDQgFArZKm6OP/54mKaJk046CdlsFpdddhmmTJmCA/YcgMjwCI488kjVF5988gl27twJj8eDQYMGqfxEIpHA2rVr0djYiJaWFuVgAoGAWiTo9/vxySefYMyYMejXr5/Sb5bjyiQ65y2jJ5m743dMgieTSfUb56l03hwvUpdyzFkRpOs6EokEamtrbdEQkT4/yxyOdDRSB6hrEnzIMZSUHtv6/7uO/n8snHw02qWEdAw7zZn8kOFxKeG1u0JiMjSTITcnEhczSZ7Z7/ertsuFEqRAMpkMAoEAdF23lT/KkqnVq1fj/fffVyspm5ub1bGkGSKRCNxuN2pra5HNZtHS0mKrQZbPUF9fr/j9qqoqVFRUKHQk+VP29WeffaZK8Kjw7Ce5fkAidsnTs39pMDg+kmqRnLwTkRIhkvqRY0TDRUUnX0xKgn0ojSPbI7ne/fGlXekefy/H4zujATrdrkTSeUAn0i+H2jgmNAw0BHTKXGjDazEhytwLjTqdLRdbyUoZtsvv9ysDalkWIpEIhg0bhoaGBmzZsgV+vx+PPvooFjywAM11zVg8ezEwsrOdhx56KEaPHq3yChs3bsRnn30Gy7Jw8MEH44gjjoDb7UZTUxO2b9+O9evXI5VKqSKDTCaDxsZGBINBtdakFKUlx53OhPOXRpRAiceWGxfquTTeQCc9U4pqpLBfZR6BbSoVYep6cR1FMplUEVdXUQH17p+eo+fgdJWUYijHycFBkVUUMnR3dgqv3ZWhJxfPYxneSU4dwD6LipLJpCpV42TkSl+ibbaVxzFZGo/HsXnzZpXcSqVSKmmay+VQXV2N6upqRKNReDweHHjggdB1Ha2trbb2sqxOlkoSBTFCITVF48htIzih3G634ukty1IldaFQyIaOWFrKz0xGS2fKa3ACsRxOUg807HSq/JdMJtHW1oZCoYCOjg4sW7ZMHROLxdCnTx81xvLZnGOZSqVs9enO3+X3XdEtNKzlDIXkcAGoMenKcUj+HrBTY+V0U5Y2yvUe0WhURZBAJ10h9Z33ok6Hw2Ekk0lUVFQotAoAW7ZsQSQSUVU3Xq8XQ4cORTwex5VXXqnGHgC2R7fj3a3vIjEwgQgiqq2MAkKhEILBICorKzFixAgFJnbs2IHPP/8cwWAQtbW1OOqoo5BOp5FOpxGPx7F9+3Z4PB60t7fD5XKhoqJC8e1SJFdO5yrzQKFQCPF4XB3r5OOlcHypTxKhU7fpIJ1CW8CoXUYJMq9I8fv9iMfjCAaD+/D+FMlY0NCX089S8q0w9Ew6cHJKjyvDajko7EBpTKSxl16PyiwnqDNzz2s4kRjvL5ETjRWpHiJQrkSkR89kMgpJs76dSsdBZXvXrVuHjRs3oq6uDsOHD0evXr1Udp/Ui0RULG1sbm4GUJz4oVAIPp8PtbW1qKiogGEYGDhwIKLRqKptjkajqK+vVwuqGEkwkch2S3qLKJAhJJWcoavKZWz0Y8jlQ9DyZYtadUnDxWdlv/c/sD/e+9t7tryCrOrhuA4bNgypVEop+rZt2/DBBx/Y6ImdO3ciEAgoNCSTp3JyykVZkpMF7KuA5TOWCuudvKnUM5mjYJudyF/mnMiLy2Qhjbi8L3+X4buMjLhYidtuAFA0GXWHlBDbKSt22traFIXDsW9oaEAikVAUCqOnE088ERs2bFDnsB19+/ZF5NOI0h8pLM/lfAmHw3jnnXdwwgknoE+fPqitrYXL5UIwGERrayt27NiBL774Ahs2bEAwGEQ4HFZ0VkNDA6qrqxUY4dix32Tim7kIAiWOP8eSx8jcFucAdZK6K8tfdV1HOBxW+QUu1pKFJM7o0bmNgVw3wjJtqTtOsCTnEf/fXflWGPpyIkshZTKilMcrJ87kC5VY8undKWfjvVmFI5OPHFgqEkuviB5J7fh8PuzcuRPbt29HU1OTbUJSKViuFggEEAgEUFdXh169eqF3796or6/HgAEDEA6HFTomXymTd1R6Oq6KIyuAJLBiwQqkUimsX78eLS0taG1txZ49e3D0K0fj+C+OR/uOdui6rpCgaZoqVAaAxfctxty5c/FF8AsVFpM7NwwDa3atwexzZ2OGNsNG77DfqcTuJ90YOXQkDjj/ACyxltg4Syp5IBDAtGnTcO2116q1CV6vV0UbUuFJOYTDYYVwneJMZsmcDHWNesb2lIv26CAk3VYKXfF6MqlZCs1Jakwa9/0hTtk+toP9R6PBHJJsE409o6lcLodgMIiOjg5VVcX8Cp0n++PUU09FR0cHzj77bEWZAcXN3m6//XZVMVZOyHlPmzYNmzdvVlRTMBjE4YcfjnvuuQeVlZUYPnw4BgwYoCK/pqYmLF26FNu2bcPu3bvR2NgIv9+PcDiMiooK5cRkFE2nx0hE6gH7rpwtIRCQeRYWS7C/nVGatAvyXk7D7Bw3GnyOOyNCCTTltTiv/ukQPdCZTJEVGRKB+Xw+tfdEKUWigjuTuBTZyTKBS8WQiVhej9eUdf2swKHxlnkCTjQaYKIIv9+PN998E4VCAaFQCLW1tRgzZgwOOOAA9OnTR5U+MtSTCNGyLNQPr8f6peuRTCbR3NyMFStWYOPGjThs/mF4uf/LeOK1JxBviCsUQgfEZ3ry+Cfx+7/9HrvO2aUQM5GQy+XCj7b/CDuv2Am/ZTeg7BvmF7b3246l+lJY6U7KQpZ9jewzEhcNvEgZameNMaOqxCUJ+P/Lj+Wu5fC7/TaHx2uZpomOjg6VsJaITEZzMiEsK0dk7oNtkFw5JxUNHcdN6gvXQEhKhQiWTlBGH9QdRkfUR2e0KCuNZGmpLA6Q+ikrbKgXbIOkK6VBkYliOQ+cZcU8liib+tzQ0ABd1xVdV1VVhSOOOAL19fV4//33oevFMmDqfSgUwjHHHNPlGhfqi8/nw6ZNm9Rnl6tYIvnRRx/hhBNOUPPs0vSlOG38aRjyuyEYPHgwevfurYDH1q1b8f7776OxsRHbt29XDtXtdqOmpkYllUkTUn9oA+gE5UIt6iDnhxxDRqKSs+dxBFa8tgSRMlHuBA7UPY4ZHSvvK5O4zuKBf1qOntu/VlRUoKKiQhlUGlVpeJmQ/O+I04jK7ykcROfAsD1y8gKdXpaDTEOTyWTQv39/vPDCCwgGg6iqqsLNN9+sFJKUBPevYehMo+NyuVDZpxJjDhmDKcdPwVz/XJUQzmQyuD55PU7/4nQk/y25zwpV9pvb7cb2/tvR7GpGOpm2TWyGi/1698Pzs57HaH10l9xgd6MoGhNWm8hrlaoqKCfSmHPMZJJRHkfDXY47l7kIPg+dOCe3XEQk9w7y+XxqEVAkEkE0GlX94TTivG4p1C/bK+u7eR+pb07Ezes4jYYzz+TMb7EclZQj2yorkGh8uZq5o6NDbQ9NxGmaJg4++GAUCgXceeedNooSAKZPn75fI89+ve2222yLuij8nMlkUFFRgfO/PB+f/senGKoPBdC57YLH48GQIUMwatQoJBIJLF26FBs2bEBDQwNaWlqwdWtx597q6mq13QfpSSbsaWBlRZUUjgfnKvWP7ZQiIzcZtX0dpsBZuSUjDxl1yL/dnY/At8TQB4NBDBs2TCX+qNQAVCgkUTMnEJWWKA7Y9wUIsjqh1CIHhmDSmTC8lEaO9+IkklU9sg1EoOQ/Fy1aBE3TVHIsk8lgxowZKsloGAY++OADteCFBoAJna9WfIWxx4/Fc67ngL16wBD1kfAj8Hq9+OLWL+DX/KotRB9cIxCNRhXVQ6GyO/tBIiMnyoxGo7bPzv4mP0pDzmdgmzgJuCqXYyj/yjGmISGq5TUDgYBaQyC5U8ltOp2xM4xme0ibEVjI/AQXB40ePVpVSsl8hlxEw/JWoNPxyIhQ8vQSwcuJTB1w5pvoEJw5KCdQkbQNjydgIY9OA69pGpLJpI3+47U3b96snsHtdqOjowMHHnggotEoPv74Y0UHsbonGo3iyiuv7LKGXOYYFixYoHTG+QwEB7FYDGcNPQsrz1+p+pVzmMcy6p84cSImT56snnPNmjXK+G/fvh3hcFjZj9raWgCdyW9STWwH6RfmKpzjxDYwSpB2Q4ID2Rfy2tJAO9dtUN+dVJ5kHmR//dNRN5qmKT5NbhjGjinFbe5PZEmU83uJJiUKlhOJE5lGkzxaJpNBOBy2GW9Zuy4XdYTDYezatQtAZ0hII8U6c+7hzXtwcvI7AFgUWATkun5WGcLLcJ/37g6ClkZRUiWMorozBplMxla1IZOrkgbrjnA/ExnhyO0jaDw4GWRlhHRYbEe5Z6ajca6lYJ+SUpPO8+uEzfsTCVyIoinOvAvvXa4NrAQhZUg6j8he5m9k0pDft7W1AehEo4ZR3AvnpJNOwp49e3DYYYfhgw8+wEcffYR33nkHn3/+OaZNm2YzlqWEz3TDDTfA7XarxVRdReYzZ85UBrcrYdtfe+01jB07FiNHjsRBBx2k+mHbtm34+9//jlWrVmHbtm1Kh5gAJuJnUYGkx5zt55yiTktq0jkeknoB9t1/yXnNUuIEnfLa/3SGnp6RE4oTV24zLL0hjYZEgLLsSVIoztVtvJZMpEpDKf+xbRJx8l4MU6VxJedJD80JxMQl674lMuExvCe5Xy5okvyfFBlJsB3y3lQCRhcy9JRJJkp7e7t6Vtaps/9YUVRVVVV2QhOx0rhKHlhuakWHKSeFk8phXxNp07AZhoFoNIpIJGKrRpJ8pgx5JVcveW+Ol7y31CtJtXD3Ul3XVWJS6oHkSp0UDUW2Seon6Q/JwdJRyb6RgEPqpmkWa8VZ4sdn5jOwWoaVHTyGTpNt4L3z+Tx27NhhAx6FQgHjxo1T0Rxl4sSJmDhxInRdx+TJk7FhwwbMnDkTQ4YMUbQdFwYyYb969WosXrx4Hx6bIqOtkSNH4sYbb1S5HinO+ZDL5fDII4/g17/+tYpAxo4di8svvxyHHXYYDjnkEPTp0wfTp09HoVDAG2+8gW3btmHLli0wDEMtzopGowgEAggGg0gmk6pfZFWPRNyyWETaIuqdtFtstzMxLyNZ+VeCWyeSJ/XWHVqI8q0w9HwwJ5KXIa/TMJWqjJAzpYGQAAAgAElEQVQGBii9Ob8MkeR12A4n2pfJWom6iAA5sEQesvOz2axtIE2z8w1WTnHuZfF1PTbFuXZA1vOXk8EYbEPdNBxSuZx9U0oGmAMw+5nZSPwyoRyhdACMDLh/z/6EToZ9K19u4VzEIvl2GjXAjqoYKpcS6TB5Tcl386/UT36Xz+dRUVFRUge6K4xSyqHCUnSOU1fkdsA8hw5C0l9sn9w8LhgMYuXKlUrP+exutxtTp04tG4l9//vfRyqVwsKFC/Hiiy+iuroauVwOY8eOxfTp0zFq1CjU1tbC/ZEbP/iPH+CpzU9h1qBZ+6BdOQZ+vx833XSTclL7k3w+j8cee0yNSe/evfHVV1/hJz/5idKhESNG4MILL8S0adNwzjnnKNopHo9j3rx52LhxI1paWrB7925omqZq/qlP7EfJ6Uub5bQjclNAadxl/3POyb4op5/O/NvXlW+FoS8lMpHlRFkSEQD2l4U7OVkZ3vMazmy4PF8aJTlB6H2l8ZOcmhywVCpli04kjcGQld9xpR4nGIVRA9vD9kleWEkzkK/p3M5XcoWaVqw6uCp+FR7xPQLAvhlX0BXEQ00P4YB7D4B+km5TRKJJ1wsuBB4K4PQ9p+PklpNxWJ/DbItIeM03dr4Bj7VvKM6+ZH/1mtgL1oGd30n+ns9Ow0eESoTPJf+MAjnJ5IpCOjYaK8mBOvVEIjJnZOFct+HM98h+lNeWq3qd+Rx5fz47+V7ZF4w4LctS9eMybyJ5e7ZPOgUJUHhfVk/RIRKlkiKTEYbP50N7e7vaVdIpmqYhHo/j/fffV20Lh8OqBPHjjz/Gp59+Ck3T8Pmqz6FpGo6bdRz+tuFvqr/kimzqHds1ceLELleHyjFpa2tT/WWapqq2oeM0DAMrV65E6rMUrFssTP7+ZNTfXq9YhOnTp6vdNElLcSU6nSCra0jvMNqR1V38XdKIzrku+08CST6X1F8ncJXnlgOM5eRbZeglYpJ/2YGlFI6dwU7qrkgHUKodFDoIl8ulEnZESqzdNU1TleIBQDQaVRw80PluUcl7UgzDgNFuwN+7c1dIIgHSLqt2rkJST2Jcr3H7tHVJwxKEzg9BT+hIr0zbrsH7XXr1pfiN/zd4p+UdnFR3ku38/rn+OLhwMHybfDBTJqxQJ/1DQxl8Koj0WWm4H3UDGlS1DvlDPkfEimDZQcswrtc4bPhyA4B9+WetTUPLGy14ccSLmHTIJLU9sjSCnKDRaBSxWEzV0MswmOPE53VWn0gqh05Bfi8NJO9dbmKV0g/qp9yy1jam3UT1kpbhtaUes5+5G6hsP420dCwcO/LQHR0daoxooNhnvHYwGMTmzZvVdQuF4l5HlZWVuOSS0m8BNU0Tv/vd75RTKYX4ubbBQtGB3v7I7cjn8/hR6EdobW3FnDlzMHfuXLV5n6YVSx5POeUU1dauhP30wAMPqJXfXUkCCeTSOQwaOwhppG2/eb1eDBkyBP369cP06dORSqWwfPlyvPnmm0gmk0gmk2qeV1ZWqsS5zMk584nOxCrHjg6X0RSFv+8vAucxXwfZ79fQa5r2JIAzATRblnXo3u+qAbwAYDCALQAusiyrTSuO9G8AnA4gBeByy7I+7U5DnJwpPaE0FCwBowOgcWdIyv/LRJXkZYHOsinn907O2InoiSg5CJLPJaKkYaTScoGPRGdUBhrzSCSC/if2h96mY0/jHoV2mOit612HG+tuxEPNDyl0zlWt97fej/OGn4cPN34Io5eBhoYGtQK3vb0d5noTJ153InRDx835m/HJ/Z9gzpFzUFtbqya8x+NB+MEwzNkm5h00D/dV3Idd+V2qL1gFoT+v48rxV+LG62/Eqt+uQnpOcfMtrm3QNA0xxDCubhyO7XcsXj34VRze+3CbIeB4er1evHLfK1iyaglS96cUSpaIJ5fL4fPPP8fZZ5+txikQCODXv/61bSJRmCivqqpSvDqAfaI2nlPKwTuTlMydUM8CgYAt+SarJjiuEp3xXqUciNRDmWspFZqzmonXkYuDZDRDoyNzXiwCkJGNpBPYDrkJnc/nQygUwtSpU/dZCyHnyJw5c2zzjOMojV17ezuuuvwqPP7443CjM/KprKzEtddeiyuvvBK6rqOjowOvvvoqnn32WTx494PQQkUnFY1Gbe8zkMLtOBYtWlSyHNopu727sWjaIsw6YxZ0c98tMOTK2WAwiEmTJqnIor29HYsWLcKiRYvUazwBoFevXjAMQ+15xfEBOt9xQN2jfkg9l30n7YQ05DI/4xyD7kp3EP2fAPwOwH+K724D8LZlWfdpmnbb3s+3AjgNwLC9/8YBeHTv3y6FITwVl+EjP3P/a04mPrBc8CHD9K6E58uqDcBuNJxOR/KWMnFLA0dURmqBg8oBltUcNDzcG2Zq61SYhomOcR345JNPsGfPHmzevBkNDQ34xZ9/AQsWHm55GE07m/CF74tOvniHC/7Rfpwz6Bx8z/ge7th4B6ZOnWozgkbWwFZzKyzNQn5BHmPuH4PcdTnblgputxvGKgNvn/42+izsg6mpqXgu8JzqC/mC5E31m+DqcCH5bBKapalSSTnBFr+9GL877XcYVTMKMOz13nSgmUwG8XFxJC9JwqXb3wXMdrH+We5BTkfHCi0VJTictFyIIqMqpx7wmk7HTlQtc0TS2MlJyOOdusm2/E+FhoM6LtvgNAiyykom+ySi5CI/RqAulwtbt25VCJ/9XigUcMQRR5TdGPCee+6xvau4nHi9Xjz00ENlf3e5XGr7iksvvRRXXXMVJk2bhNNPPR1Xfu9KWJa1z0poSiAQwNN/eBrxeLzb62ruvPNOtX9UV8J80PN3PY8L/3AhgquDOPvss3H++ecjFothwYIFWLJkCVpaWhCLxVTOie914JwH9tU9Sa2WE0kJMSFdLurrjuzX0FuW9Z6maYMdX58N4Pi9//8zgMUoGvqzAfynVdTwJZqmVWqa1seyrJ37uw+NIpWT/CFrf3VdV8vFJXqiAZa1prIDnRy5c9sByUfLc+RfnseKGU4YmXmXSEk+Bwc8m80ilUohEonggw8+QC6XQ59L+qD13lYMvXko8pvycF3VSRmZpolHMo8g58rBlXYhkOp8yUA+n0fw5CAK4wpwfebCAdoBmFw7GWbBTh9ABwb0GYCpU6fiiROfQOzoGJDuNFTsv9zLOXz+28/x+LLHUUDBdh2JgAuFAgqnFOB2udVzyuoloIhez607F1rBTo3IRGKhUEA2nwXcnQlrach4z2AwqNYe8FoyJyLHi20hPypRspwYvIYzmpPVRJKWohOQESY/y4U0Mpcjx5D3p3GVJYvOfAHbIvWZ15clqzJqIMUmjTrbIcEPE+FSR9ln3OiLVTr5fB4XXXSRAjBM8nIsDcPASy+9tA/1QJERxOjRo7s0wrIyLp/P48brbsQzjz2Dk3edjD88+Qf4/X4Eg0FcccUVmDlzprID6XQavrgPl11zGS7FpTh4yMFl7wEU0XXfvn0xZMiQkoDQ2bfctjn2RAwfJT7ChSMuxCGHHILrrrsOp556Ki688EKce+658Pl8WL16NV566SVs27YNiUQCra2tKsKSEQkr0mQJp7y/jPCkY5MruoHONSvlErel5Ounb4vSi8Z779/6vd/3A7BdHLdj73fda4yjukaieMCOVL6uSJQH7FtPz3txgnObWDoPGkc5UZiQkZGFNBiZTMa2aIj/uEdH+jdp9L62t22iS0c1sO9ATDxiou05qDQdqzqQ+EsC7avb8Xz18yhg/x5e0gmlpDvXkO1kgurrrlKmgZEG2Tk2NIYSuTCZKx0C/3GhU7ln5PbSTiAg71kquUUdcE5K5z/mYUrRHNLZlxOnQ5HhvjMpzMRfKZEFAvl83hYRSeNBoyP38ue2HdFoFKNHj4bX60UikbDln0zTRLg6jGd2PLNfqiSfz+Piiy8uuZVvKQmHw1i0aBFOGHCCclipVApNTU34zW9+g6OOOgoXXHABZj88G4H6AFAPmDBxff31tvlZSnw+HwYPHrxfHl/2xdKlS/HL0C8xq9csAMC6detw++23Y+zYsfjVr36FL7/8En6/H2PHjsXdd9+Nu+++GyeffDIGDx4MoDjuO3fuRFtbGyzLUqWmEoSUE+Zl5Gcn6/AP5ei/ppRKA5e0ypqmXQ3gagC20Ex2QjAYtL2Yg8kv+f5JZ024rEoA7NsWALC9JYeTiUIDw0U/bW1t8Hg86Nevn0LpvBYNE8uoJIfGSV1TUwOfz6dQaz5ffP0eQ+PCgALSn6dhHW3t0xYZLUiEQONaKBSgee3rCPh/2RfsB6ngRHw0Snz1nLy3kzuWCSc+K1dTsu9kVEMU7VRGOkhSWYyOuNaAzyz3EZKLVCzL2odO4ApJWa0jdYKbeBFRS4NOIyxzKLKPOG5cJCc5fPYfwYBEWjxXXsup40TqcsMtidyJwtlOosJUKoVYLIZCoYD6+nr1bKZpKocnoxQZYVJvDcNAe3s79uzZo/qFSd1LLrkE6XQaU6dOVesrhg8fjtcWvAZtvIZ36t5BMBlU+9tLGovJ4Y6ODvTv3x+nnnpq2XyIU/76178iHo8rqkrm39gvf3zrj/Av9GO3vhs1VTXAV8Bxrx+H2IIYtm7dipaWFpVvYK5rWfMyjKkZg4cffljZmv21xzAMPPnkk+pYzg9WFf3+97/HH//4R+i6jiFDhmDe5nkY8tUQ9O3bFxdddBFSqRReffVVfPXVV9i8ebN6X3OhUEBVVRWi0SgMo/hOaEnD0T55PB61apfVSM4c4f9G1U0TKRlN0/oAaN77/Q4AA8Rx/QE0lrqAZVlPAHgCACoqKvbpeRoSTiYafKcB4sSWWyCU6gDZOTRGnDyZTAapVAqZTAYdHR3qWLkEX27FII0Ik6q6rtv2j+F+NJKbJpqU1IMMp8v0k6KNSu15AkAZzv1FOuUQAHnv/QmfRRpwmeSUkQsnfHeiL+mYaYglEqXI6hl+Buw8eamxp2Mo1cdOffo6QoqR6NpZZtkdYZmvpL7YB+TNWT4Yj8dtL7fmqmrLstQ+NbJ8km+g4mfei4CJO0ByHmSzWfTq1Qu9evVSVCPH8qG3HsKB/Q/ExiUbcXjz4QgEAvj5iz/H/PnzsXr1auTzeUV3WJaF6upq3PZ/bvta/fmjH/1IveKy1FiZpomJAyfi7e1v47sHfhevLH0FHo8Hl112GWbMmAGv14vW1lb8/ve/x5IlS7B27Vrck7wHkwdOxpzdcxAOh7vdFp/Ph4ULF3ZrLCtWVeDEwSdicXwxfOEit19RUYELLrhA7aP/2Wef4Z133lH0TiwWU/aipqYGAGyG3TRN9TIYWaVTKsrrjvx3Df08ALMA3Lf371/F99drmvY8iknYWHf4eYrkJOnVSRHIrTydlQmSB2YI7eTIOZktq/iS40QigXQ6rcIqiWKd3CwnnEymappme6MR/7LUzjAMVFZWKhRKA8S26bqu6qt9Ph/i8XhJzs00TXWOTOI4qQQZUTjzFeqtVn11JDYk1PNqmobI4RGk5hcRvRtuFLDvG5+AogFmX0mDKssaWaXirLxgG+V4lTpGGvxy1+CzEz3zvvJ7J6Uiy/+c6xB4TToLOm6OG3WPY+UUmcfheeXK4+gE5DhJR2maxR07GVG2trba9vTh/CBa5ZoJ3tPtdiMSiShjT7qS7ZfzoqmpCZZlqfcJ8EXz559/PkzTxBVXXGHbu+f8g87HrHNmoXBXAUGzuKBu+vTpmD59unqW2bNnY9GiRZj0yST8sOmHQCug53WkzfQ+iWrqg8fjQVNTE1pbW6Fpmkr+l1rDwLGc2Gsi7r39XjUebGc2m0UoFMJNN92kxnjjxo14/KrHUZjSudMk57MUGUUZhoFPP/1UjWcpkZz+x+6Pcc2Z18Ad7iz1ZltNs/jqxsmTJ2PixCIN+9lnn2Hx4sXYsmULWlpa0NjYqPqnpqYGHk/xfdAEVNRJGTnKyK870p3yyjkoJl5rNU3bAeBuFA38i5qmfRfANgAX7j18PoqllRtQLK+8otstEVIqWQLY96d31k3LczmpOVAdHR1Ip9MKuadSKbX1rYwSnDyYrne+nIEOpBRipMflvt5yPxSZ+OR3TCaJPi6LLE3TBNYA7h1uFM7oVDpd1xG8MIjU3GKY+kzrM/jQ+yFmh2erY9xw46udX6Hj1Q7oYR2JHQl1PyKH9MtphEaFMOKSEZjTMgev+1/Hn0J/srWhn9kPH+/+GOeY5wAAAv8ngMyjdsRNY+rOuMsaOsrze55HFp1UkuwbueDLOR4ympBOgJEGJ5ecoJJOc/L9qn+/htDoOJ0SK67KbVkhRTpS6iU3uOvo6FAv+6BIACT7RF6H+7qwXcFgUKF8ChG+z+fD1q1blXPgfv8DBw7EsGHDsHjxYuzatUttdlZTU1NMlN58oyq/dIqu67jhhhvwg//4AbSjNRh/M6D/SEf86jh8Lp8t7yCFUcQ111yjxlTmA5z30PXiDqbf+c539su3ezweDB06FCM/HAnTbUJ/XMcrf3kFZ555pqJfS+U6fD4f1v50LV7a+RKm1Uzr8h5AMbdw4YUXlmUTZPsBYMyYMTj22GNhmiY2bNiARYsWYcWKFWhsbMSePXuQSqVQW1sLj8ej3g/A1bkEn/9wjt6yrIvL/HSS84u91TbXdfvue8WZgaYwbKHCSb6SHSrRPD+TguHCj1gspgyrM6FRSiRqJQoifZLNZtXiDKmYXC7NmmdOet6PqIs5AC6GymazWLlhJdpd7Ti679HqWXjvO7feiZopNchPyKNwRkHx1tGToki9m0LwsSBe+OIFhHIh3FZzG2rNWuxGcRl3f6M/WvVW1GZqEW+NI5PIIOAtVu8wtHdlXNjw0QaMHzcecS2OS/tcCi+8tr74fdPvcWf1nZi7aC68I7xo+LgBaC/+TmNTKBTQ++TesGZbmJqfineC76jxYMLa7Xbj4NzBuKDyAuw4awd2frlTRWGsRJDGnJwyJzwTg7JclTrB+0h0LFcvctw47pIW5GdnJQ4jOIbRdNKMMukwmU+QVTh8HieCN00T8Xgc8Xhc6QL59lI5EWfEIOeKRHlE8DTEpF1kpEq9bWlpUUiTjiUQCGDGjBkIhUK4/fbbFVfOKOPSSy8t+do8GzD6Dx04BrCWWchZOWzxbMGZh5+JYDCIiRMn4t/+7d8wdOhQ9Yw0tMv/bTk2b96sVgkzjyD7gIYtlUqpnSr3J8xdpNNptOltqLfqcfPNN+Pmm2+Gx+PBmWeeie9///vo06ePopzYV6cuOBU/rvmxDbnzrxOQud1uDBs2TAGJ/dGVTU1NuOOOOzBp0iSMHz8eF198MWbOnIn169dj4cKFWL9+PZqbmxXo0XUddXV1aldNgrSvI9+qlbHlhNwvJxXRjwxpc7kc4vE4UqmU+j8RPFDeqHeHoyUPK+uPAXuFQ6nzWcVAw88SNbk3usfjgdtyI2yGFT3Av5qm4byO84AooFma8uiFQgEtb7QgfFMYnqc9GGAMQE7Poc+RfeD1enF0xdEIh8Pwer2of7AeLsMFvVrH/T++XzlMRjYew4MnXnwCFiz4h/jx9ptv25Cix+OBu8GNn0/4OVyGC/dq92L8oeNxTd9r1DMCxQnw161/xZEnH4nI2ggefPtBJM4pRhDsA1IKw0YNw9+O+RumDpqKyRMmK1TJXAFfip7L5XDVVVchm80il8shmUyiurq6WBIqjIFE+TIJL8dElgfKhCXFWQjAqJL9zTGhQZfC69LpM/krI4hUKoWOjg7ldMi7U3dK0WVsRzmUKCNc1oZLw8tnIXplIru1tVVFAC5X8R2stbW1OPjgg7Fs2TKVzOS1KyoqcO2115ZsgxTzDhPGDQZemfUKfvzjHxepvEKRjnn77bexcOFCWJaF6dOn44477ij27cMFzP/7fCxctRDHDT6uy3nIZ7zlllu6Zeg5dmvWrMHMA2cWXylodq7VmDdvHubNm4doNIpbb70Vp59+enFORj0ooID2fDtQpqBM9jMNcHerz1avXo1ly5Zh6dKlePDBB3HCCSfghhtuQF1dHa6++mrEYjEsWrQIS5YswdatWxEIBLB79254vV5F7fD1iN2VfxpDL/lGGjzTNBGLxRSPSV5TJqwkd11KumPouRiK/J6s+pBI0ilMnsqyvvANYdwz4B78cPYPsbRiKZ6NPIs/+f4Ef6UfH374IUKhkDIw9b3rYVaYuMh1Ef6+5u/wHOFRUc5HjR/h4D4Hw9XPhU27NsFn+fDUU08pY+N2u+Fa4IJu6YAGbMEWeH/rxZOhJ1Wb2baCWUAsEkN1WzV69eplewaXywW9Roer3oV8Ko8f7/wxBvQdgEKbnbt0u92YVDsJH7d8jOHjhqNtcxsC6NypUyayU60pTIlOwVE1R6Fpc5PNaUsEOmzYMNx1112KJ29paVHONZVKIRgMwuVyqeoPUma8p9xvnxtkWZal/i+TWs5QWEZrTLJa1r4LxKhDzjwPX9ZN7pl7qfBcZ3VNV/pZjgqjYSFV49RzniOpTDqbtrY2+Hw+Vdk2bdo0tLe3Y9asWYr+4d8hQ4YgGo2WbaOU7P1Z/ODgHyhHQoBGvc3lcnjxxRfR95G+uCZ+DQy/gds8t+G5w55DxIygo6Oj7LVDoRAOO+ww1NbWoqOjY78b4/HF3nfffbeK8nkOoy5dL74p64477sCEmRPwXs17mJGfgUpvJXYeshPYWvraUlcuuOACVFZWqjdu7U+WL1+O9vZ2tWbh5ZdfxsKFC2EYBk477TTMnDkTU6dOxVlnnYWGhga89tprWLt2LTo6OtDQ0ABN01BRUYFIJLL/m+2Vb42hlxyk5D5lCM8JY1kWYrEYOjo60NLSgvb2djVokt/lBOoKFRENluPo5UIYOg2J6mQpIUN3oDiR+e5VtiOfz6PlgRb8dOBPMbj3YPQ2e+OT9Z8gPyiP9o/bUeGtsK2IM+tNaK0alvRaApfZWVZlGAZOqzkNrza/imn107Bq6SqMvGzkPqjQf4MfuV/msPG0jXju+OfgzXpVmxn+FQoFDO07FN/5zndw++23AyX8nWEYSK9MY926dTjvvPNK7rJIQ37J0Zfg5ZdfVlGYLEnktXK5HC4/73Js//t2aPnOhVQygcUx5zhmMhmFWD0ej9pPiNEA+4Vtk+NFakZW5vB+bBNgf2GEHHfJydNoSsqEbSJibmhoUKi9paUF6XRa/SZ1qxz67s5CGGmMGaHJl9PT2RHVapqGyspKbN68WTlcUlPhcLi4eVkvF+Zl5uGU/qeoKg9d1/HnP/+5y3ZIWbJkiZqz7D/Zv3y2SYVJcMEFvUJHdlMWFxgX4ELtQqRSKcybNw+PPvqoij7dbjdqOmqwO7wbv/vd77rtdNjHq1evhmVZak8l2W65Dua6muvwcvPLwEtA9sQs3nS/iVwuh08++QT33XcfNm3apEqkvYYXL7e+jDPrz8TZZ5+NRCKx33JHvq7xiy++UJE7gUQ2m0Umk8Hrr7+OhQsXwu1246ijjsK///u/Y9asWQgGg/j000/x7LPPKttHtqJbfdHtI/8XhJ1IYahPIb+5Y8cOrFy5Eps3b0Zra6viaSUn+U0Kyy1L3UtW3Ugh32kYBo494lhYloWd2k7079MfG+dv3Kd6JxAIILMpg3R7umRYv1vfjTNqzwBQ7KfYotg+xyQ3JJG7ukhxvFDxAh4PP/6P6oKy4lwcVqrEUjrz7l6TSU6fz4eOjg5lAPa3FFyCB7ltNY29TKDJNjGKKyWk3yg0YNTNdevWYc2aNdi5c6eajF+n5pnX7I4eS8TP/uE/aey9Xq+q6KGQuvnOd74Dr9eLlJVCSOtEydlsFh9/9TGCTwYVaNmf3HTTTapckM9RKho5r895OHzU4UhvKL4nlavO6+rqMGPGDCxfvlxtKjZ58mS8teMtvLb5tf1uXeDsm+eee66471OZdkj51Pspjj36WOROL26jrWnFhWkTJkzAnDlzsG7dOrzwwgs48sgjsah1EXpbvfHVzq8wYsSIsroihXmxjRs37rPfDdD5Nr1YLIZkMon33nsPq1evVtHHiBEj8LOf/Qy/+tWvcMYZZ/xjk7H/G0LkTg40nU4jkUggm82qtzHJye2suOGkleVzjBDkYiYiGToQojYmcN1ut02RSBNQiNp5vkQruq4jkUigsrJSJQ1p2CU1wfbxurIclGiRCJb0QyklkkkiHkteWNIRjDKcFQ9OR8Q2MqFMYdK43MpRp8h9iphkJT/udNwUtkuWH0pnKq9JA8iXs3ASkN7x+XyIRqPqRdJNTU3YtWuXKoV1Tni1+Eygd/alXBRH1MekfiqVQjKZRFtbmyqH5PPJZ3QmROX3pZKvHENJQ5HXD4fDtmQ9+4tt5n1kfzBCcLvdWL9+vW3zPer/EUccAdM0EWoNwW/48aX+JVavXo3YqTEYFxnADwDjmtLJP/lMy5cvV/SFzJVIHeN3mqZhwYIFNmctd4Skzvfu3RsPPvgg0j9LY1DvQTCHmUi9l4Knv0fpWDnQ4PF48MgjjyASieyTVHWel81mEYlEVO5A7uNvWZbatGzs2LGYM2dOUacP15BpzsD9sRvaqOL8YsFGKTEMA2vXrkUymVTrG5zicrlsJbM1NTVq33w55oVCQW1d0R35Vhj6QqGAdevWqUUXNBBAZ6JLvt2nlDgNmayGiUQitox6Op1GKpVC3759Vdjt8/mwdu1am+I5J6ezfIoJOmbGmZShYZPhGevgiXIpzsUPdA6lStHKCY00FVdSBBJhd3U+7+1E31KxuoMgJB8s6Rs6I6Ka7jxbuSSlaZplrzFkyBBVqROPx1FdXY1YLKYSnzZqzOzcW14aIbad323YsAGFQrHiidy7XKTHKGx/5XUUGfEw8SwNYzweh8/nQ11dnW37hN27d9tozVL34iphGnyi+ebmZgV6gsGguvfFF1+sdlmUjvSwMw5D/JU4Np69EZUzKzFAG7DPvZzyy//7y/5R44cAACAASURBVG5t2AUU9Uoi/65EvZ/VLKC1pRWrx67GM+c/g+9+97s4+uijy573/vvvI7snu89WGqWEK9jHjRunxr+UkArzeDzIfpxFqDaEt855C1/95Cucftbp6NOnT9l7mKaJ5cuXq+ICp4NyUsi6rqOqqsq2/71pFt9At3Xr1n++ZGw2m0Vzc3PJhlOZZemcNFxEOAzvDcNAr169MGXKFJx11lkYPnw4fD4fYrEY5s2bh82bN+Ooo47CWWedpSbFjh078OSTxSTlmjVrbK8JJHKXHC2RGOmEbDarVsRKJB+LxVS5GM9h8ovtl1uw0kDKGnHewzmpeT2v16vehsPr8lxZmucsSZVCDpvP66xGAaD26XCKEynxs9xaVb4Uwpl0lehS/sZno+Pl8UQ8NNA8lkhY04oL2eLxuConbG1tVROF5xJI8P50ZEy6y/FobGy0USl06hIdOlE8hQbG7S5u6RyNRnHQQQcpIxWJRBTQefXVV1FTU4NzzjkHffv2VY5u3rx5eO+997B48eJ97iHpJ+okx4M8eyAQwM6dOxEMBuH3+xGPx+H1ejFo0CAcd9xxNiNI/cluzMJT50FlrhKnfnQqzEOKTvHMM8/E1VdfjREjRihayuPxQOujodHfiLd2voUTB5y4j55w/mQyGUSjUXzve99TbZfHlBKO0bC+w7CkcQkGZwdj8eLFePfdd5FOp3HAAQfgBz/4AY499lj079+/WLRxoBcTGifgwqoLsdy/HJ+5P9tHX52sABOcXZUuMiFP/VhWtwwnN5yM7/7iu/jlr34Jv9+PE088EVdddRVGjx6tImI+52effWazHaX6ifmp/v37o3///vB6vUgmk2qMs9ks2tvbu/WWNsq3wtD/T4Qhak1NDaZMmYIzzzwT/fr1Q6FQQCqVwpw5c7BlyxacdtppuPTSS5FOp1FRUQFd17Fs2TL86U9/UoaaqJ9CqoeGQL5kg0lFGj/DMNSSZWeCViZuWSss71EoFBD4rwDyM/JqcsoJUKrq4vzU+Tg4dzB+UfsLVW7qlMgREeSuz6Hv/L64v/l+HJM6Bkf3ObrTKEOH1/Lib81/w6OFR22Lu5zCvjg3fS7meubud1zkYiZnJFBxUQWMyvKTyVkBw0khKbdyqOuDDz5AIBDAqFGjkM/nUVtbi1AohObmZrS0tKgxIJpicp9bAcik8D9CqFdHH300zjnnHJxwwgnQNA1tbW1Ys2YN3nvvPfTu3RtXXnklDjnkEITDYYXe586di+XLl8MwDNt2B+wjUjJApzOXzpj9RXopGAwqsOH3+3HttdfaKpNk/xuGgcP7Hg7LspBMJFXS+y9/+QveeOMNtLW1YfTo0fhjxR/R/93+uGvCXVjy1yUYesDQLvuDEd5VV12l1pHsT7LZLH7729/C5/PhuP7HFdtrFp2o3+9HQ0MDfvjDH8Lv92NIxxAsaF6ATP8MLN3Cv7f/Ow4dciiwLyW+zzN3p4SUwsWRV1Vfhemp6YAb6j2zf/nLX/D6668jk8lg5syZmDFjBkaMGAFd17Fq1apuXd/tduOggw5SpeMA1OsPk8mkWjnbXfnWGHo5cen9ZbUKX+Ah+doRI0bg3HPPxeGHH46qqiqF1B544AFUVFTgtNNOwwUXXKDoEtM0sW3bNixYsACrV69WKE7uSSOpAok4WG0jt0dgZEEeNR6Pq+eg15ebqGWzWSSTSbz0xUvI5rM4o+4M/LH1jxg5aiSsgIX0BZ2LIWggLcvCrOwsTO2YiktqL1Ft+WHHD/FK6BUEzSA6OjpsnDIXthTuLsB3kw+uvAsnpk/E3MhctQ6B/XxC7gR85PsI1794PbI/zdr2bSGf63a74TrQheG7h+PFyIuIeqJIGnYuFgBWNq2E1tIZXQGdhl6Vmr7jReKlBHpd1ks9CykU6dA41qRcaNy5B4szscrqiSFDhmDo0KGq5JKVG3yJdnt7uzLmkifn+15pLHO5XFlkJ6MI9gGjPiK9qqoqTJo0CdOmTUP//v0RjUaRTqfxxhtv4JNPPsGECRMwYcIEjB8/HolEQvXRwoULMXfuXFUnTTAh20cwAHQuxKOT4nO7XJ37vG/evFnxvqwGO+SQQ1S1klNaW1sxf/581afyDVWM/sLhMJ569yn4LB82hDbgZyt/hpUrVuKsJ8/Cu+++q8CHM5qsqKhQ+9x/nZ0kn3vuuX32hXLSZaNio7DKvwoGDPgb/dAKRd36+dyfY86cOfj8889VUl5GkJSLLrqoW+0BioZ+w4YNaG9vx+zAbMDszOVIkPf888/jxRdfhGmaOOaYY3Bh3YX4Q+wPylawfwB7mW0oFMKYMWOUQ3G5XKr0mvpaKqFbTr41hr4rIaKrqqrCmDFjMGXKFBxxxBFqibA0Sr169cJdd92l0DVQXFH58ssv47333lNldpyo6XQawWDQVlddDs05k7DO/cVpOJw7+rESR5UCVuhIFBI45pRjcOgLhwIWYGWKSICDnUqlMOWZKeiztQ/ujt0NaMCtt96qFl6963kXkUIE7/7sXWy/Yzu8Z3px7QVFREJndcqXp+Cy9svgttzw1nkx5dwpGDFrhJq4VPIDf3ggqt6tglVv4dQppyoDQMToSrvw9I6nkXPlsD21HQueWKCcBatTcrkcArcG4E/6keuTw7PffxZNvYtb4HKMPB4PovEozjr4LCSmJjBlyhSVUOWWzrxuoVBA37590dLSopaByxLLYDBYcjHcQQcdhFgshtbWVjVGjAZkoosTRr43Feh8DaRc1bw/KRQKiEQiGDRoEEaPHo3TTjsNlZWVqKysVEbFsorb1J533nk455xzEAqF0NraCr/fj02bNuGnP/0pmpqaVEEADTp1imWQ7e3t+22PTILv2bNHPS/zRJlMBhdddFHZ58tkMrj33nvVZ/avM9JzWS7cfNDNeGjBQ4hXxTEqMgr33HMPIpEIYrEYXnjhBbz11ltYs2aNmgNaXMNjjz3WrX6lfP7550pPuuL+l3qX4sNdH+LYfsfi/Q3vI9WWQjgcxllnnaXKgj/44AM8/fTTWLFiBeLxOAqFAjZu34hrrrwG1dXV3aqeAYo6/dxzz3Ur18RxPPzww3HF9Vfglgm34J2n38Gbb76J+fPno7W1FQBsCD2VSmHUqFGqUIMvH8lkMmhublYboHVXvnWGnsZWJkV79+6N008/HZMmTUJNTY2qo9V1XS2JJ4rkxGLy75lnnsGnn35qW4ghOWB6YSaBuahDrviUVT1MwNLYc498WS0hDZLMHXBiWe9ZqIhU4JeuXyJ3fw43nXcT7v3gXvz85z9XiuNyuXBB4wV4oOoB3NVxF7wjvbj88sttfWVZFqxzLBzQ9wBYsPDxBx+jgM6k6YzWGUgjjYAWgPcwL+on16N6VLWtHwDAd5cP1skWWvQWHP/x8Xii6gl1jGEYuKf1HmStLAKFABItCZx+xelI/TGl2qCe8TIDqAJ+FfwVLn7kYozvNV5FTXQqT7Q9gZGVI/Hnq/6MoUOH2hAj0VkikYDH48GaNWswffp0lZwMBoP4z//8T1WRJauL2PexWAx79uxRYygrYmRSjlGEsxyUdeiyeokiK1sU5RYIYPjw4ZgxYwYGDhyIXr162aI97pjIrTyIxqLRKOLxOH79619j06ZNKnlvmqbKbxBI5HI5ZDIZhMNhtLa2qqiW/UUDyKoM0jqaptkqM6jTffv2RXV1tVotK58PAB5//HFbtVCpUk/DMDB+wHicMukUVPWrUu0mUvf7/Zg1axZmzZqFbdu24d5778XANwbiL7V/Uai61OIzpxQKBcyePXufSrtSksvlcOLAExEKheDxeBRVJZ9h4sSJmDhxIlKpFN544w0c+r1DcdDgg/DVf30F4xFDAb9yiU62oVAoYOXKlbatNJx5KkappIZHjhyJ6LNRpJanMA7jcOKJJ+LGG2/EE088gblz5yKZTKp6+mAwiAEDBqg+ktt4k6//p6RugM79rF0uFwYOHIgJEyZg3Lhx6N27t1oaD2CfN03xvaacTPPmzcM777yDXC6nFjLIRBonOCd5JpNR9+XgSJQoF8kAnWWWsvxOXlsODukGKkM+n4e/0t9pZH0+bKvdhoP6HGR79Z5pmhhXNw6BQAB3GHcg/mkcOvYtVQOAO6+4E8Hngvu8OOSOyjswPD8cl4+9HG+98hbMWOmJkh2bxZsvv4ljzj8GsyOz4RZqUSgU8JH/IzxY8SCqh1Zj0TGLkFmagZmzVzgxZP1i+Rc4/6jzMb7XeNs9+Fzfq/geYHVu6SuTUkw6sSrEsiy1ERcXyZEW4XbSTgTG8Jy8O9C5/xHHiO2RYEJShUDndsG2fto7Yd1uNw499FCcfPLJGDVqFCKRiELh1AVGQ3RydPzxeBy/+c1vsGPHDgUuaJxLCUs6SZc4hcBG0iuSCpP0CKPNSy+9VC02k0Kqce7cud1an+Dz+fDAAw+U3BZCHjds2DA8/PDDiLwbwU/O+wmsWgvheFj16f7k73//e7eQM6P6J598ssuEKgBEIhGcffbZMM40sLFqIwrBAtz93AhsD5TMKzll1apVWLduXdkySSmmWSyBPuaYY5Crsr8Xubq6GrfccgtuueUWNDc34+GHH8aCBQvg8/lQVVVlqzBj/mXDhg2K2uyufCsMPY3h4MGDMX78eBx77LHo27cvNE1DOBxWBp6TgVwdJ6bf78eWLVvw9NNPo7m5GfF43LYqlkJkTaXRNA27du2C3+9XNJDf70cqlbJNeknrSO8tkT2vJzlETjQaFVm1Q/oonU6rZ+U1eH0aH2eSWN5L14vloS9EXgDtPJ+vXW/Hyb1ORl9z7/XLrJhmSD+m1xjAhI37c7lcmOeZBx06qlGNxIcJoACb42K/ZjIZZDIZTOs9DWbejm4kFypXPNNY+3y+kusPnIuTiBjdbrfalIv9m81mUVtbi+HDh6O5uRlr1qxRzuKQQw7B8ccfj40bN2LTpk02Tl32L8eO3CiNNACMHTsW48ePx6GHHoqqqioYRvGl0G63WyVd2SeMHqqrq2FZFubPn4/58+fbNucjaucY07nkcjn4/X60tbUhFoshGAzC5/PZFi3JXBX7VNM09brKYDCI3bt32/JF2WwWlZWVOPTQQ1WVlbPi6L6f34cFmxfgpH72PQtlXoJzr1+/fgo1l3MMNFS5XA65qTnoBR2b9E2YOmgqAoEArrjiCtxyyy2qfaRRuXnXq6++aruW1Cnn95wzI0eO3K9j4Jx2uVzYvW03Vh20CpNaJ2HUqFEYO3Ys7rrrLgwfPhzt7e2ora1FS0uL2rgwl8vhqaeewlvb38LE+s43wJWao9TN6upqZS84F6gHHMO+ffvinnvuwd133433338fb731VtE57NVFrhPhNghfp2DgW2HoQ6EQbr31VgwbNgzV1dVK+UOhkHoYhs2KN95rRB977DF8+eWX0HVd7djHhKkUwyguj2e5UyaTwZdffonq6mokk0mEw2EEAgFUVFSoyUXhgLEtcgl5qVpmhvTkkrnYgUZFGm9GAOWECeav472dIksZpcgIpbtCjlt+prEmat3fJKOSyvUFRKDkk7lISI4jyy2ZkCWSJTWTzWaxdu1aNDU1YfLkyRgzZoxCRUSgNTU1SCQS2L17t0qCAigJDICi3px77rk49thjUVlZqWhD5lv4HHLvGqL+ZcuW4fXXX1e8ukT8TjFNU73kWtM0bNmyRfUN29UVyuRv4XBY1c4zgSv7fcaMGTDSBi6ZeQl+Uf0LDHxkoFo9az1n4Y777oAOHW80vIFT+53a5TjOnj1bJWz3h4BramrwwAMP4OlBT+PFnS+ivr4ebW1tmD17Np566qn/R917h0dZZv//r2f6TCZt0kMIoSWU0KSELkWwgIIgIiIq6wdFXVd2VVRsK66KrmBlRdG1gGVVEBGwIhZcQGmCgAQInfSemSRTf3+M5+aZJED4Xt/v7/JzritXYDLzPPfcz32f+5z3eZ9zaGhooFevXjzxxBN07tw57PE9bCJzSSa5zlx2WHZEHGp6kdc1TWPQoEFnHUdTCYVCvLHsDV5xvUJcbBwej4fvvvuOSZMm4fF46NatG3PmzFF8fVNnE94NXqo3VlNuLOe70u8YljDsrPewWq0MGjTojE3OReRQMJlM5Ofn88wzz2AymUhOTmb69OlMnToVg8GgCAWt8XJE/hCKPj4+nu7du6vkI1HkojD1tbVtNhvffvst69evp6SkJEJZCV6vZ8oIrCCMmbq6OoUBp6SkKOhGlI8cLnrrRa6lV9TyWtOMRLGexMoJBoPK2hNLWc+AkO8kTBARuXfT5ClR+HJQCMVMP1Z5rx6GamlxyfewWCwRsID+u8u/5X4yj3qsElDfW59sph+LXuQZR0VFKRqsng0hz0ueiz5uoYdw5DMSVBWLPi8vj6qqKhWYNRqNKpNWyldrmqawzqZzKuOX53XhhRdit9uV0tX3hhUrTYKoJSUlfPjhh+zevRs4XStfH1SVOZX5EqZMMBikpKREEQ+sVqtihMmc6XMAZH4FGpADUwK9+kNXaJVDhgxh3759vLjmRYa2GYqzp5NPj35Klj+LoBZEQyMzPZOYmBhMvtN5Cvq1B9C5c2eysrJaxO9bkmAwyJIlSwgZQlzW5jKoOB0nkb27Z88eJk2axOJTi+nn7YfRbuQCzwXsStqF1RQuvWy325sdYGJwWSwW5s+ff86xyGfkmX/88cf4Qj5KDaVowfC6qqsLV17dtWsX//M//4PX66Vz5858X/Q99oF2Xqh4gdkps9nk24RJM6lnJXtWzyAzGo1ccskl57TA9QfY4cOHVRLXqVOn+Oc//8mqVatYsmSJWrf/6yx62Wx6t1CsEsFo/X4/a9eu5eeff8btdiuFIspRn6UoEInACYKjnThxQgXIpPSwLFQ5bfVWZdNTUyCXlsYvykb/sIQtolfgHo9HpVO3lKCkl8+LP2dceriejX7DyveW8RgMBn488SN5qXnNrrH55GauSL6iWfatHpNuOgb5W0tja1q7Rq8Yz8czAJQih9PYssylJKDp51++c0xMDBUVFYoDrufX2+12ioqKSE9PV2wGTdMoKSlRhaB8Ph+HDh1SxaX0B6Ioc32ikz6BTl+8TjazyWTi8OHDrFq1iqNHj6r3iTLXc9/18I48EynVIB2SoqOjVbxKDhwZZ0veKpxuLi5rV08+kIN+7Nix1NXVMWfOHA62OYjBYOA/R/9DG38bdll20eXvXag6UcWo6lGKwBAXF9cijW/cuHHnRZEsKCho1nBH5rQpnNqroRceg4cULYVgfZAvjn7Bq6++yhdffKEMpJbWptFoPGtmaksSCoUiGqSfTdZtWccjsY/waOWjJNgSiLsojpgfY9Rh3DTOIxIIBOjevft5jevUqcgOrIFAAJfLRW1tbbM5bI38IRQ9nG4yIgojLi6OxsZG9u/fz0cffaRSz0VEIYvi1WesykSIAjhx4gSxsbEkJyerRSXMHNmMUrZAYCM9T1l/EOgzKfUJRtHR0RGceZPJpOhbojSE7paYmBhR0yMpKoltJ7fRt01ftVD+6v4rN6beyIGjB2A8eJ734G/vVwogFAphnWPFtMKE424HUcEoXi99nevjrlffaXn5clKCKTxQ8IBiAumtddkw0ZdFoz2jsap8FZOTJzezGDeXb2Ze9DxKjCXKU9HXTBFREEAo1OxgkvdtKt0EGhT5ihQ0o4+36Omtovj1VFXpOSBjFwMhFAopbLpjx44RGaBSP8ntduN2u6mtrSU+Pp6cnBy1VuR5SLxIjItDhw6pA0BiEbJOKisrWbduHbt3744ooSxro6kRouf2a1q4YFZZWRnl5eW0bduWmJgYte4ECtITA8RIkbwJUeoCZwaDQVJSUigtLVVKUKCgtLQ0pk+fTkNDgzqMgsEgXzq/5EjdEUruLKHLnC7EEcdSlqpn8fe//50vv/xSNUj5pOYTbu1yK3e8cge+W89NRZTD8L777otoIiPSFDrz+/1cFX8VfSf25dGFj2IJWmjbti2PPfYYjz/+ONXV1Xz77be8/PLLFBQUEAgE+LHwRzbaN/L99O/P6WHo7x8Khfj6669V3sTZPmMymbgr7i6eq3oOo9OIIcugaKL79u1j0aJFbNy4EYvFQnV1NQaDgZ+LfubKlCtJ65tGenr6OcckfaHr6+s5duxYRLl1g8HAgAEDOHTokDIe/tdZ9HC6IqTNZuPYsWN88sknFBQUqAwwsaJExF3Wn6Ber1e9t6KiQm30hIQE9V5ZBPK+pklS0LztnASKBEvXK0sZtygKPcQRHR2tqmvKOGtqakjqmkTZQ2UYZoRrYc9+cjZPxD0RsUAX2hdy9PhRhrQdwubNm9G+0whlhZRLaTQa0Qo1/Hl+pqyYQo2phkWuRThsDrVwuvi6sCRuCddWXYvVbo1oViAKK3ZwLL7pPro+0pXeSb3DnP4mFvtd8XfxYdmHBDcEqQ3UKku7qbVtNBrRajViiGGmZybPO5+PmNer6q+izFhGT19P6px1EUFpvSsqB01TRo1g9KIw5DnpPTgJ6lZWVqrglcFgUApdYjHTpk3DbDYrXFz/fQQesVgsDBw4UCnb6Oho6uvr2bJlCz///LPKtG3J+5N1JOtF5lIC/eXl5YRCIVJSUkhNTW2maCQwW19fH5EoJIq7qYg3U11dHVHvRl6/5557KC8vZ9KkSaqoFsCLsS8SmxnLjgU7mlnnJpOJp556ikcffRSAw90OsyhhES96X8R3qw9tsQbnSCb1er14vV727t17TnaKSGliKY8//3gEDCISHx/PZZddFmbMBAJs2LCB4pnFDKoYxNXfXk3IHGrVfURZPvbYY1RUVLSqacjnts/Jzchl3759Ec+ge/fuvPnmmxiNRgoKCnjllVdYs2YNySSzuXAz74x/RxmKZ5OamhosFgu//fab6vAlesjn85Gbm8v+/ftVTwF9JdJzSWt6xrYF3gZSCVcrfzUUCj2vaZoL+A+QBRwBrg6FQpVaeAaeJ9w71gPcGAqFtp/rPl6vl40bN7JlyxZqamqUuymLVZ/NKEpfrG29FVlWVkZ9fT3Jyck4nc6IbFs4fUDok2YEpxdWg2wCub5+g+nxbv1Glo0pnoZYkuIFyGJ1u918OO9DYh+KZftj29nj3EP/vP7cm3Ivd8y4A28Pr/quVbYqNnXZRKm1lNi7Y3nopYfYEL1BWX1f7/waI0Y6BTvhGeHhtZtew9PPozbsEfcRBhcM5uekn+nSpgttqtqwKWsTyy9ergKJjskO/vbc33BVujgeOk5xfDEPT3lYMV9CoRA2rw3tPQ1jyEi8K54tm7egaRpRUVEEg+GWdD6fj05dO5FHHkstS3kt7jX1nGS+PjZ+zNy6ufRP7c+GpzbgfuJ00ocoOnk2ohSF9ioWMKBgHb0LK9mg+/bto6GhgdjYWFX1r7q6GrvdTnR0NLW1tXTt2lVBRbIm9KwnWXeyMSsrK/H7/Xz44YccOnSomSejh6+AiNiBuPMSsC0qKsLlctGmTRuVBCMBeaE3itckHo9k6QaDQZxOp+LG6w9tr9dLXFwc5eXlahxi5euhyqqqKrWm5ftfc801LcZS5N5yPdcmF0+Zn+KrS75i8B2DaWxoVIwQGXcoFFJlHCCsoB544IFmcENLlre85nK5IuZS/3eZUzEORo0ahbXICgaoOlZF/fJ6rFdYVe154fR7PB61RmRu6uvrqaqqUln3TcciHrs8W7PZzLhx4yLYd/px+Xw+0tPTefTRR3n00UcxpBgIuUNMe3oawRuCEQ2TmlaJletomsa2bdvweDwRxoOmaaSnp/PVV18p5s//bYveD9wVCoW2a5oWDWzTNO0r4EZgfSgUWqBp2n3AfcC9wKVA599/8oCXf/99RqmsrGThwoXAaapfi4M1nW6koA80aZpGWVmZKhMs5Vz1k9GUPqdfZAIJxMfHo2kaSUlJLZYAbdrcRBSKuFFizQtFUB93UJPp90My/CXuL4xqHEVCQwIbYzdy0xU34ahxYHKcPsSMRiNV+VW4El1oaMw9Npf3Et5Tir4qVEVmMJPvh37P8F+HY1tqwz3OHXEQBXODpNSmkFqVykntJNpJjRUrVoTHhQGXwcX8ivloaGCABFcC8+fPV9eIjo7G9IgJrEAjLIpdxOShkxmUNChCIb5W/hqxoVjiQnF029WNpXOWUvd22LKW4LrP5yN5QjIbF25k9LzR3N/1fu5KvksdOna7HafTidvtxm63s3rbamZZZrHk7iUKZtNvSDmQ6+vr1cEUDAbJz89XlNmkpCRVslgS45KSkhS8pQ866z1Efb2hf//73yozUwyNs4mUe9B7j0VFRSQkJJCdna02tN5r1Gddi9UvP9IDNiYmhujoaEpLS5vds2nMRuZKePMOh4MpU6aopt+yb+x2O7Nnz1ZjPpvExcUBMHXbVCYnT+a3C37DaDRy6aWXMmfOnHAA9/fibTJHsV/EcnT10VZpGhn3Aw880Cy2dTapqqpif9Z+BhwZgPY/Gle7rsY+2M5DDz1Et27dFBQrcKPIJ598Ao0Q4Nz3EV1y++23nzFO0lQC5eH1OLnjZI70OMLsP8/m2muvVQHlpgwsKYBYUFAQ/rxurPHx8eqQb232rl5a0xy8ECj8/d+1mqbtA9oAE4ARv7/tLeBbwop+AvB2KDwTmzVNi9M0Le3367QoDQ0N6sGKy6nHefUBO+EYS/0SvQusDxzpA7t60dPV9FaFZEKaTCYyMjIwGo38+uuvikutz3AVq1MsMtlcel6y0KSEcSNMH4PBgNlqptpXzSemT7DZbPT09aRhZDiT12gwKjqleAeTL5/M9u1hp0gadweDQYamDcVgMHDdsOsYVjCMhk8bMIRO31/viud0yuHbgm+ZkjgFs64R5uLyxWRnZDNg+ACWbVpG/Y56bMHTLB6/309wSpC6e+vYf2A/XUd2ZWjqULRgJBd4ZtxMeod6kzgmkWVdllH5dA9OxgAAIABJREFUZaUqDSBzZDKZqPqyilAoRCdvJ7YZt/HeifeYmDBRfaff1xmbKzeDE2xOm6pBEgyGaxVJnEIsfdnAwWCQkydPEhcXp55rXV0dtbW1ai5jYmKIjY2NsNjEWxDvC8Kel/SwraqqUs+uKdtDFJowhUSB22w2Kioq8Pv9xMbGKgWvD6br15/cWyA18QJkndbV1RETE0MgEGDEiBFs3bo1wvARbD4YDKpYTCAQIDExkezsbH744Qd+/fXXCC9XKi3KoXYmiqkwSjRN48477+TzzM/De/L3BkcffPABH3zwAVFRUQwbNoy///3vxMbGhuu53Gng0+JPaZveNoKt1TR2I3MYGxvL8OHDz4s6GBcXx9TgVL4zfIdf87PXuhfLbgtXXXWVglYffPBBrrzySkKhEI5aB8EhQa4tuJZx2jh6ZfRqdk2ZPxmfMK3atWvXKiUP4We8Y8cOLqy7kCdLn2Ts42N5/PHHiYuL4+677+aCCy5Q60LWVnFxsYo96NdHamoqDQ0N1NbW4na7W92fVuS8WjFpmpYF9AG2ACmivH//nfz729oAx3UfO/H7a02vdbOmaVs1TdsqHGi92yyWs2xQscYEEqmqqqK8vJw2bdpw/fXXk5GRcdYHIIq3Kbas/7u4n1VVVWzdupX09HSVvainP8q4hJEhykKfDSmHjJ4jLjGEptQoOUSkzrl8RsZ6LkvL7/dTt7dO/V9vocqP0Wikf0r/Zp+9NuFaGghjfe5fWu55GewSVCvl5sSbI/6mh2Z2m3bj9/spPFZIsOfp0sFNLZdQKMS4wnFc1HAR0+Ont3jPIYlDeHXeq5z8/uTpcfw+HxUVFSpPQeZe710ILCf1cKRkQjAYLiyVnJysNq7eoofTXX6ioqJUUTX5nk1FoCmBaWRTejweZTlfc801zJ07N2L8Lf1IETA5pJseKqL4jUYjO3fuRNM0hdUajUaVuCRz7fF4CAQCdOzYMbyH/sdP0B/Z+SwUCnHvvfe2OP96kaS0QCDAZ5991mKw02g0Ul9fz9dff82FeRdicpiI7xSPsfL0OtfXg2r6/eTvPXv2BJrHZ84mmzdvxmazMTRtKCNSR6jXhbpaXV3NwoULyczM5PHHH6dOq0Pza5SYSogNxbbIHGo6Po/Hc96MHoPBwI4dO3gh+gUuTrhYve52u3nwwQcZO3Yst99+u+qAVV9fz6FDhzh58qT6vEinTp2orq7G4/GcV3likVYHYzVNcwIrgDmhUKjmLMqnpT8008ChUOhV4FUAm80WElaIHheTha/HE4uKilSt5osuuohhw4YphsTBgwfPmJDSlN/dVCwWi+JzOxwObrzxRsrLy9m4cWNEQESsEoFW9AlccgAI51lwQYF0BFsTJSIYvhww4nrrF3lr0rGbut3KEtcdaOc6LP5PRa4rh6zEMuTekjCmt0CCwSBPpTxFqSFsgRrOYG809cpkHUipVn3cRK4rkJ3kXRiNRsrKyggEwmWk27VrF0HB1cMcUvBLlKZ8r/LyclwuV0QSHZxufSleXm1trcLKp06dysCBA8nNzcXv9/PWW29FBFxlrBJQk+cuORZNoUb9+sjJyaFHjx6sWLECv99PVFQUp06dUt9DvAyn08ns2bMhBsbWj2W7YTv9Mvqp+Zw4cSIZGRnnpMWaTCYcDgfDhg1rxnYTkdcaGxuZ7p5OrbGW77p/x/jvxxPUgjz9n6d55plnIu6lP2Dl/4sWLSIUChfxai1d9+WXX1ZxvabPRxLbTp48yZ3BO5n3xDxyPshhm2cblnst/OnEn0j8OZHq6shWnDL/+nU8Y8aMVo1HxOPx8Nlnnyn8Xp6LHCwxMTF89dVXbNiwgUAgwC233MLJkyepqKhQRqLogr59+yqPrbUehV5apeg1TTMTVvLvhEKhlb+/XCyQjKZpaUDJ76+fAPTtaDKASFJo8+urjD7ZqBLcNBjCLfqqqqqIjo6mQ4cOpKen0759e/r06cOnn37K+vXr8Xg8EW6VfqMKfq4PpMpE6pt1NDY2Ehsbqyxvp9OJy+WipqZGpd1LkEyfwCLKQmpXSNtDfSBHvInq6mrS09MVfir30scdxJI0bDNg7mvG5XIRDAZxBV1UmZpXL5Qx6emNohTEkzjTAQio+dZ7LXprU+YnEAic0cIVuEGCfvpSsMJW0Tfr0G/iM3lYetxdnp3H41Fejxxm8jdNCzePiIuLw+VyqTo0stFlk4hXpWmaak4i318PA8kYYmNjsdvtEQQA+W4+n09l2Hbu3JmcnBw6duzIiBEjqKur409/+hP5+fmqLr4YCXrXXOZXn6gna1T+JgaD0EoLCwtp27YtBw4cICoqKgL2Efpn7969cbvdRAej8Rl8DO4wGHPIzN9P/Z2rPFdh6mQi2FI3+CbPRWCywsLCCOKBrG15/hJk/CDuA9a2WcuW9VvU+6688komTpyIzWbjxx9/5G9/+xu1tbU0NjaSakxl1ZFVXJx7MSnDU/Du9rZKyQsl+ocffmhxTevr/5jNZmiA5VHLea7yOazHrbAJXuj/AmazmdLSUlauXMnSpUupra1V372rvyt3197NHW3uYObMma0alx5yPnLkSLOkRxFh0Mmaev311/nkk0+YP38+q1atYvHixSrG1a1bNzZs2KA8zpaudzZpDetGA14H9oVCoUW6P60GbgAW/P77E93rf9Y07X3CQdjqs+HzcLoWvViiojSFKuZ0OunSpQtWq5WePXvSrl071q1bx9q1azl69KiKpp9PqQDZWOLeS3aeBFNramrYsWMHcXFxqhVd08NCFJGI1WplyJAh9OnTh3nz5qmsV8F7IXzKSwu13Sd349bcXNPpGnUN2SzayxqhW0OYysMZl9+UfMOo5FER1m/fxr6goZgRegaSXvmdTdr623KYw8DpWElTHFp+t8ad1meP6pPPxOuRA+FctbQFN9fj1QLxiTRViBaLhVmzZmEwGCgoKCAmJoakpCSV+BMfH09SUhL19fVqw+qxcPm33FOuGRsbqxSpfi6EwpmVlUVWVhadO3dm4MCBVFdXc9ddd3Ho0CHFnoDTOL7AcfrN2pSKCShDAFDZmiaTibKyMpKSklSZYzGO5OCStXDDDTeEq2SWhIkFO407qa+vJ9Q2RH56Pp0TOmPtYsX/69mVl8PhYNasWcoDbQ3b44477mgGPZlM4cquQ4YMYdOmTXg8Hvbt28cFgy8gt1Muy9ssR1urwVHCHL9ziKZpvPvuu/j9ftVhrekcihgMBl6JfgUIs4yG+4cTuCCAzRwO0iclJXHLLbdw/fXXYzabeffdd3nxxRf5bM9nnDKeYsvhLcpDb63k5+efV19Xh8NBSkoKmqZx9dVXc+211xIIBNi0aRMZGRkUFRUpw6Y1nn7E92/Fe4YAM4BRmqbt/P3nMsIKfoymaQeAMb//H2AdUAAcBJYCt7VmIIJzNjY2UlRURHFxMUajkaysLBWg6devH0ePHuWzzz6jqqqKQCDA0KFDlUstFtuZHrTAJxK8+stf/hJBnRRFJq5/r169yMrKUkpaOMGCpZeWllJTU0NaWhpz587l9ttvp0ePHmiaxvz586murubqq69WikSUVUxMTNjiyuxNajCVDT9uULCBSv2/XcP4vhHrjVYWLl3ImLQxuIKuCIhkl3MXecE82pS0ici01Iulj6WZ9ShiMpgos5RxpPSIyjkQJaenntpn2ZX1LFz2piJKUg5LUT7iBQjvV+bParXyVflXzTBbPeYuwUc9vCXelJ5qK79DoRDHjx/nwIEDKtv00KFDKhhbXFzMsmXLIlo7inUOp+MNkkxXU1MTEVcRRVVWVobP56Nnz55kZ2fTr18/rr32WkKhEMuXL+ftt99WdZekvEVZWVlEgxu5n/6ZyMFiNpsZM2YMl1xyifrufr9fMX/k87m5uXTt2lVZ3FJjx+fz0b59exwOh2LAiMficDiIKo8itioW81QzhT8UqgNZRO/Nyff+6quvlLJuCYKSg1H2kBy4InqvWtaD1WplwOwBNFY3sq9iH7kbc2l0N2JIP81sO5syE+xdv3f1e71pLEDG9+CDDypIR+/xh0IhBR9PmjSJrVu3UlNaQ7tAO7TEsOEhc9waWb16tWJQ6Q2upnE32WsulwubzaYyo8WL7tOnj2qJKQanPhGzNdIa1s1GWsbdAUY3feF3ts3trR4Bp9Ogq6urFWVRStWmpKSQl5fH3r17VSKMwWBQtZqTkpL48ccf1UaXRXcmq6OxsZEuXbpw+eWXk5WVxbBhw9i0aRNut1sVO5MM1g4dOhAIBFiyZAkbN25k586d1NXVERsby5QpU8jJyVElFkQBSiOOt956i40bN1JQUKCgF3G9Y2JiuO222zBUGOCf0GBtIDo9mo0fbFQWpMlkInpENFnPZ1EbVcvW4q2M7DSS6ODpnpahUIi1UWu5qeom7MfsBDqdVvQ+nw/zOjO1m2sx7jO2uGGCBMn15vLv6H/z0aqPqAnWqEUoyjPKFQVWSG2TSv4n+ew5tYfpcdPZZt0Wvsbvh+p35d9Rq9Wy2rOaoD+IpyEcNJINqD98RTmMSRjDuvJ1XJZw2RnXhn6TiJKTzFA9JzoUCtHQ0MDmzZtp06YN0dHRis+tTzJyu92sXr2ayZMnY7PZIrwYfeamxIxkLgOBgCqh3LFjR1Xb5vLLL8fpdLJu3Tql3KW5jd1up66uLiIRTO8RtiSBQICJEyfSr18/Dh48qGJAAhsK9CMQiigeeU08oenTp58xJd9utxPTEIMW1MjLy6N37948+OCDKhCqF6PRyKpVq1ST9XNJMBgkOzu71aURGjc14hjoIGQP0dvVmzcS3+D9We8zY8YMevbsedaCaTabjR4lPdhg2NCqewEkJia26n0CM7pcLho8DZzqeIr4dvEUbCigc+fOrbqGtIE818EgVvrgwYPVoSvfWWKCgm4IbHm+8ofIjA0EAlRUVJCSkkJ8fDwNDQ0Kojlw4AA//vgjHo+Hn3/+mZ49e3LHHXfwj3/8g7vuuouioiJFoZLmy3pMWZ+Qk56ezsiRI+nSpQvZ2dl4vV769evHtm3bsNvtNDY2UllZSUJCQpjJUleHxWLh1Vdf5e677+bKK68EUIE+KSQlCsVisWBtayXwdoB58+YpxoMUJ9Jv8OuvD5cqqJpbRdTIKHoX9+atq95iXPw4hXH3CvZil3EXx2uPU32gmh0376D8rXJlNWuahlEzYmtjgzwY0XEENfYaRe9zOBxsnLGRIEG2WbfhTfLy5UtfUllZidvtpri4mJydOUz6YhJ+sx9TNxPYYN9/9inYqVNaJ4yFRgLdAwybMAw3bnxOH1aDVeUfBAIByigjJZjC3GVzqf5rNUF7mEUg/HfBu1MvTsU3wMe1JddSGizl8uTLsZltSgkKPCPjF0tRFLA0IdGLBAKDwaCqGSP5FKmpqSoRTjySkydPsmvXLvr06aPYNxLclYOlrq6O6OhoNE2jsLCQNm3a0L17d0XRnDBhAo2Njfz000+43W5iY2MpLCykU6dOuFwuzGYzOUdzcB13UTSjiI8//piSkpJmVpgoZq/XS5cuXRgwYAD9+vUDoEuXLqSlpZGfnw+cTtqRoGd0dDS7d+9WhoZ4JAkJCWRkZDSrByMezDPPPMO/2v1LHcK7du3iqquuUpDBvffeq3JJ/Fv9TLhqAtnmbManjY+wgEX0+y0qKkrlxLRGjNuN+Lb4eOmll/C/5Gdm5ky8n3pZt24dtbW1DBgwgNtvv52LLrpIxVLEm1vxjxW8cvIV9lj2MDF5YrMAaksyefLkVilKeY/H48FqtdKuuB3HjMf4Me9HLrRdyIwZM5gwYQIjR45UCXn6LOn6+nqOHz/eYr16fRE9Ga/NZmP06NEqfqPPwjcajRQVFSmYWvbF/1WM/v8PcTgcdO3aFZfLRWZmJi6Xix07dlBZWakUcFVVFcuXL+e+++6joqKCZ599ltmzwwkIAwcO5OjRo1RWVirrTB8sEivswgsvpHv37vh8Purr62nbti2ZmZm8+OKLKuBVX1+vMhT37dtHz5498fl8lJeXq3oVUlFO8Lc9e/Zw5MgRiouL+WvcX8ken40lIdyrMxAIKF63BFIEbhDLtmh1EWs7rWV4+nBMgbBCtNvt7AvsY37NfBY8soAH+jyA54QHm9emLMRQKIQv4GPv+r1cO+Fafi74mS6JXbBYLNTW1vJ41eMcsBygs7czIV8IQx8DgwcPxul0YjAY8FR50PwattE2vGVeDMUGrnNdR/HEYk6YTigFesh/iGO/HeOb3G/4U/mfWONcQ9V3VRFNLlL7pVK4vBDrZVYun3I56w6tY+rAqQSD4aqJcXFx/OPrf2CsNBI8GuRW6628MPoFRthHUFVVpWoZVVdXk5CQwOr81WzWNqNpmgqYi4suG0R+W61WVTk0ISGBxMRElbRWXV2t4BCpM+NwONi0aRMDBgxQyVYisnbS0tKIi4vDarUybtw4gsGgMhTq6ur4z3/+oxKxXC4XN9xwA1OmTOG6665TyjenTw6erz1M/utkXuv+GqmpqRQVFTWDSWw2G+PHj6d9+/ZkZ2dTV1dHTk4OFouFiy66iJMnTypPUdz2X375hbS0NLUWJCCfkpLC9ddf36IlL4fo4sWLVUBP5lHW6RtvvMG6det4qeAlRnpHEowP8m7Mu8yPnR/hJTc9sORvNpuN7OzsVic7+fv4aaxv5N133wUDEdnkCQkJbNu2jVtuuQWDwUD37t2ZM2cOF+RegMvrYsqTUyg3ljM5bTKtyHkCOG/mTCAQYP/+/VySdgnLSpdxv/V+UpJTePPNN/n444/DOSGdOrFgwQL69OlD4M0AhlwDJ/efpKqqSsF+ZxODwYDdbqdjx47qIG8qW7ZsITc3V/UYOJdn2FT+EIq+oaGBHj16kJkZLo9aWVmJ1WqluLgYp9NJSkq4kXR+fj5zXXMxf2hmU99NLFq0iCeffJIOHTqo09/r9VJcXKwmIz4+nry8PLp27UpWVhbV1dW0b9+e2NhY5RbFx8dH1LIXnDY2Npb4+HhiYmL46aeflIV+7733hpN/qqqIj4+nvr6e2NgwH/cdyztE94jm6TlPExUVhcPh4I033lAntATNxIKF8GIanjIck3Y6M1Nw14WpC5lQO4Hqw9Vo/uZBYGlk4bP46JneEwunqzE+EPcAEHZDt2zZEqbJmU/30jXYwvhlzZYaDh06xOWXX376ofy+jwOBAMXGYhICCVxy4hK8r3jxX+zHgkV5KgC1+2pJuSKFF558gZVzV9IzoSep+1MpUWQsGGsey7/M/2KodyixabHMfnI2xtjIBDGfz4fjuIPq1GoG5w7mAtsFQNgKmj17NtHR0YqbLxapHAQGg4G+ffuqDSB1YmpqaoiKiopgR3Xs2LFZYhKc7vEr3pwcxiNGjKBbt27U1tbidDoVV95mszFy5Ej+9a9/8eGHH7JgwQLGjh3LxVMv5uPMj7nq1FW0S2zHrw/8yuV/v1xhwdLTuGfPnvTq1UsdOgItykYeOXIkK1asUIFfCQgmJibidrvVszabzdTX15ORkUGvXr1UEFwvDoeD5cuXK6xdDwGKd+ZwOFhSsIQ8bx67LbvJ9eUyo2YGlv9YeOGFFygoKMDpdEYkc205voU7Eu9gi20LjzzyyHnT/+677z4qKyubcfz1iUHBYJAXvnyBzHWZ+PETMAQ4PO4wf2n8C9oBLSJ2oKfbihiNRpKSksjIyGjWU6Hpe/ViNptZvXo1fr+fafHTsBJOoJMCZBAuanbllVfS0NBA15yurD24Fs2lqfs2ZSjJvfSMpYSEBFwul9I98h6jMdw6sLy8nLKysoj42flAOOeVMPX/SjRNIzk5mWAwyMGDB1m7dq3iL1dUVHDkyBFSU1NJS0tjx6kdDP1mKIMvGcyKFSsYPHiwwi0TExMZPHgwoVCIuLg4+vbty/Dhwxk6dKgKdOTk5ETU0jAYDPTs2VO1KtQH5C6++GJ69epFz5496dy5MxaLhZ07dwJhK1Lq2wOqu9Lnls/52vU1hYWFfPPNN6xcuTLigTRlrkg9E31mol78/nC9dsHn9NRAwWiFRnkmEWWlX0B60TNKWpK85Dxy03J56PKHaLyoUb1f/5lAIEDFhxU0NjYyNG0oAGWGsojr1FPPzPiZDOw6kJIfSsB5Gk4RpWs0GqnPrKe2tpabh96sNqXX61XlnQUH14s0PunUqRM9e/YkMTGR1NRUnE6nSt13u92qtsm4ceMUI0Y/7xKkE6jJ6/UyZswYZQxs3ryZpUuXkpKSohqgTJ06laNHj2LbbWPSpEl0+aELJMKopFHUOesoCBTw8Qcf8/DDDxMTE0NCQgJ5eXncdNNN3HTTTYwfPx6fz0e7du3o1KmTur+maWRmZipqqsvlUjVjxPITz0Xourfddpui97a0lp588km1X84kN6TdwPDk4Txz9TOUHiiloqKCqVOn8sUXX1BYWMjzzz9PVlaW6t1wW8ptLC9ZjsvlYuLE0xBKa8RkMvH111+3ygNY4VxBibEEs2amsqiSjis7quKHDz74oMry1cv4+vH8VPQTfr+fa6+9Fq/Xe17JWD6fjw8//LBV73W5XOzbv4/+lv4kf57MMe8xJk2apMgXZ9qnmqbRq1eviCxrEb/fz759+ygrK1OGipArzge6+UMoegkk/fTTT+zevZuLLrqIyy67jKSkJDRNo1u3bmzatIkVK1ZwxdIruGXwLXQa0Yk///nP7N27F7fbTWpqKhs2bCA9PR2LxUKPHj1o3749F1xwAR6PR9U8EdxVT0Xs378/TqeTUaNGKUvbarVGNAw3m82kpqYydepUPvjgA1566SW6devGyu0r+WDLB0rx2O12MjIy2Lt3L16vN6JZdENDg2JPiBIxm83K2tcn8IiIlSfurFBQJUAoPPWm1Tb1TAixdiTBR+iFsuGbVkRsmmwFp7FCUYx6rrBcMxQKRVAXm0IUYgFKVqsEGuVagnHK9RsaGtTn9Px8OTjFkpU509cdEpqslKAQ1s/gwYOZOXOmiqmIRa/3pCTwKp7D/v37KS0t5d1338Xj8XD//fczc+ZMKioqqKqq4pFHHuHte99mytNTGDprKFnPZ3HXhLtw/eDihqE34J/qZ+GPC8mLy8NisTBy5Eh69uzJqFGjcDqdHDt2jIyMDEym0z105TAXuKZt27ZqvFIrRd9z1mAwkJGRgdPpjGA+yTPWtHDbTFEUMsd6do2IyWSiLqGOv/71r8oAkqB2Y2Mjo0ePZs2aNbz22ms4HA7GN46nS/suzGucp9b1uUQguT179qjD9UwiY3zR+SID0wbSvXN3EhISVAyisbGR6dOn8/bbb7N+/XqGDBmiDsqXKl4i2Z/MLbW3cPXVVzfLOj/XPbdt26aMubNJMBguU2Gz2XAmO0kekAzp8PTTT7NlyxaeeeaZZjWWpOG3yWSif//+EeQC/XULCgqajVf2d2vlD6HoNU3jp59+IikpiQsvvJDk5GR1ylVXV/PNN99w00034XQ6WbhwIX/7+9+IbYxl+vTpzJ8/XxUjEyZFMBhkzJgx5OXlER0dTe/evUlJSWmxubKmaQwZMoQrr7ySzp07q6JaDQ0NnDhxQlVKjIqKIjExUQVdrFYrixcvxpXswmw3U1xcTE1NDaNGjaJdu3bYbDZiY2MZP348ycnJ6n6iPOQwEWnKX28qeqinqUhq+dk+q0/TP5cHcDYRS16sSGGECC2tNSIlW4WuKspI/i91jCReov+cKGCBHmSz2+12YmJiVCBVOOhCiQwEAlx11VX07ds34tAKBAKqiuEvv/xCQ0NDBIygaRqrVq3it99+47LLLuPqq69WgV6BS6xWK4G8AGsPruVY/DF8Y3w8u+RZ6px1rFizgsBLAX568icefudhjh8/TkZGBmPHjqWsLOzxdOjQgejoaEWr08+jpmncdNNNXH755eTlhWsDCu1UYCbpySo1gZqKsMlmzZqlmrGcTaqqqrDZbHTs2LFZNrCI0+mkb9++/Pe//2V64XQOHjvI5ZWXqzGfS6R8yG23hdnXraEKSkLetGnTWmT1NDY20q5dOxYvXszBgwdZv3498x+aj0EzMK92HvHx8ee8h4jsk/fee6/VnxEZNWoUvok+6n8Me18xMTFMnDiR//73v/zyyy889thjOJ1ORb2VxuEtiTAAhWKr96ZbGweBPwhGL5SinJwcRWk7dOgQu3fvVrxr6Zjz0OSH2LdvHz9c9wNfrPuCmffM5J577uHrr79WPOOkpCRlwQkeL6ekPgAlYrVaadu2rQqs/PbbbzidTo4fP64sqtWrV1NcXExKSgoxMTHqp+yxMsrKykj9JJVTp04xevRosrOzcTgc2O129u/fryoOCrsiGAyqetNGo5GM0RlERUVRVlaG0+mMyHybXT+bu9++m9p/1KryCTKm2AGxYIbKTyojsED9yS8Wu2TqirIXBSkbrKlFpxfxfoS/LtaFKFGZz0AgoOCQlg4euZdYoHJtsTjFshSISSxDwUOl4bbem9BnyErMRBpJVFRUkJCQwKhRo+jWrVsENS0QCFBaWqoO28TERKqqqtSBm5KSooK3gUC4b6zAdRUVFXz//feUlJTgcDi4/x/3c/HQi/nst8/w1Huoqa4hKZSE1WMllBGivryehAkJRD8QTSgUbnaRmpqqiAdSJldfPVMkFAqp9HcpriY5JFFRUYqn7XK5GDRoEKbuJrzzvVSOqFTxI4vFgrmLGb/BH/FsmyY0icfodDq57777IvIVmq4rgZBUye/tIbpO6Mo3Ud9w9Muj9OnTB6/XS0xMjDpY9fCkHMKFhWfNpWwmRqOR2bNnR+QT6MXn86myyZmZmcybNw/vRC+Wvhbs0XbcG9yY88wRnmNLB5NAgT///HNEieWm+LpexDqfMmUKod4hFefSezhWq5XrrruOadOmUVlZyW+//cajjz6qYDCpz6P3nqW8hT7HRL+HWiN/CIv0gJbdAAAgAElEQVQe4OTJk9TW1nLo0CFefvll1q5dy/79+/F4PNhsNkpLS5kwYQK3L76dMfeNYfitw5ncbTJ5eXmsXbsWt9tNfn6+KjGwd+/eViU4SD2dfv360b17dyZOnKjgmoaGBhISErDb7XzxxRfU1tZSUVGhlF1JSQlerxe3201eXh6bN28mLS2NmJgYbDYblZWVZGZm0rt3bxVAFRhi06ZNLF68mOXLl7PswWXs2b+Hua65JCUlER0drRTAA1UPUGWvIurmKGXFivsZSg9hOGggaVGS2kxNfxZXLmbvib0K7tFvDv0iN1WE5+h69/UtzpME8ETkYFGb1w/Rz0U3a+jdkgiuLBnJYsHLeEKhULOOYsKacbtPF17Teyo+n08VMCsvL6euro67776bG264AZfLhcfjITo6OuJ60uhb4DFx9+WQESzXZrPx22+/cerUKZYtW8b06dPZsGEDZWVl1NTUsOChBXyx9wu8J7108XUheWMyn/f8nNDoEMeLj5PgTuCxhx/jntfvIRQKsXfvXoCI0gpngi4MBgMJCQn079+fgQMH0qFDh4jgszRXmTp1KqFQiDHOMSz4ywK8XcKZ5WazmcCDARwlDsZ7xyvjoiXvS17v3LkzEydOPOszbCrvbX+PKGMUQxKHcOONN9K9e3cuvfRSVq9e3SzJSuZ03rx5RAejebP4zbNeW8ZlMBiYOXOmCqy3WrqBFtIgBMdGH+PKK69kw4YNyhuNiNG8G17jVquVn376iZKSkohLnc0bFkpwp06dzgoLiR5ISEhgxIgRPProo4wdO5aHH36YxsZG1Z84EAhw7NgxTp06pebvfC159b3O+xP/jyQQCLBmzRqOHg1bA8FgkBMnThAKhVvEyaQPGzaMPyX8iajFUfzzn//kvvvuo3379uzfv1+VGli/fj3Z2dncdtttEcX+W3pA+si3zWZTTcqF4bB8+XI2btyIzWajuroah8NBZmYmNpuNwsJCQqEQCQkJvPfee3z33Xes3rUak9PEd8u+Y/TocD7ZmDFj+Oijj1TdGZPJRFFREatWrVKLbMQdI7jzizuZvmq6UuR+v5/S9aWkXZ9G2doyPuzxIQssCxRd0Gaz8ZnpM2L/HcvKG1aS/UE2i+5exIEDBygrK8Pv99Pnhz4ECNC1R1eKDxWjWTRl3RsMBgiCc6CTzDaZfFvyLUPihxBsPJ1FazKZ2HJqC43GRuKWxRH9cTQ1u2sUZivKOX5UPMdXHyf4QlAFWCVBDE57UPHEK89CWDbCMNInK0nFRLm+1+slNjZWKWJRcvIMZfOUlZWRm5vLFVdcobJ9JTYiNUyysrJUUxP5fHFxMcnJyarxsjx/ESlKVl5ezl133cUrr7yixnf06FEaXmtgzv1zWLJnCdWXVjPmqzEYg0ZSjClggL899zdef+R16v5VR1RUFOnp6So5UA8TNbUuDYZwj1yPx0NKSgoul4uioiIVD5EDeMyYMZw8eZL9pftZVrGMAWkDMPY2Mtc8l9knZ/OO/R3WWdepMt8tQSViJT/88MPnrEWk98gMBgNPP/001fXVKuZiMBgoKSnhnnvu4cEHH6Rdu3bMnz+fnj17UllZSXpBOgueWcAdxjsYkTkCvzcyMUquoV87drudOXPmRNCnzybCTPF4PPTK6cXe/L28E/UOv/zyC7NmzcJmsxETE8MLL7xAjx49CAQC2KbZsA214f3RyzvvvKOuczZLXl73+XxkZ2efs5uUnnjgdrv59ttvaWwMU0zffPNNRSR57LHH2Lt3r9ojksmrv05r5Q+j6IXeZbfbyczM5JNPPlFBoM6dO+N2u8nJyWHPnj20adMGp9PJ8uXLCQTCPWHT0tLYu3cvK1euxO12U1oaZguI63guEbqbNHgQ+OTgwYMMGjSISy+9lIMHD3LttdcSFRVFdXU1dXV11NXVUVZWRkxMDCkpKbxY9SJDhg9h1MhR7Nixg+eee04lTQhEEQiEKynqF+uJK0/AnWDwGhTUomkawYuCNHRqwHXIxaXll/JY4mPKCn639l2q/FV8FvcZ12+4nto3arl9xO0qM9NsNmPZacFxqYNGfyOJHRIZ0HsAJpOJxMRExWR50v0k7X5qR6I9kWuuuYaysjI8Hg/V1dV4vV7utd3L80eeZ3f33eR2yqW4uJj4+PgIBR2IDhC3LI7BewbzRfQXKkFMT3X7qewnBiQOwBXnUnxpoFkjB6PRqIK64sLq8xBE5LlKDoTX66Vv37706dNH1U+XQnNRUVHqfaKc9PxxCfLK4Sa/IYyTVlRUUFFRwVVXXcX7779PZWWlqlf//FfPM/nEZNY8v4aKcRUY9xgxBoysSVrD5b7L8Vf5MQTD1E+z2Yzb7ebQoUNKuehLEJxp8wpkd+DAARUnEqhAlOfjjz8OwIC0AQA8UfUELyS/wKBNg5hy8xQqZlaw/+n9CnJr6unKsxo6dKjysM4lmqapnJIzQSkmk4n9+/dz9dVX08Pcg9WHVxMiRJ8efbj+6PURXaz0Y2l6vaYe6blE4MmCggL8fj9tUtpEGHYejwePx8N1111HVFQUF110EXPnziVpUxJmo1n1gICzl2IQCYVCXHHFFc0OqDOJHGZ79572uAWa+/zzz7nxxhs5fPiwSoD8P7HkRf4Qil6saZ/Px4ABA1i7di0OhyOcgh8VxaBBgygqKuLrr79m5syZbNu2jRMnTlBeXk50dDQlJSUqkeC7775TAdldu3YxfPjwswYJ9Zi90WgkOTk5YrMLjCL46LJly+jduzebNm2isbGRnJwcJk+ezLRp07BarSxdupQ1J9fw0qSXyMjIUM3ABa6QBZaSkqIyHI1GI3GuOLWZhT8si/3k5ye5cuyVVHorMQTDi8hisZAUSsJn8LEwdSHjN4wnfko8ZYPLIvA9/wV+yleW457qxlJvUR3vpZqjwWBgjGEMW7WtJMUncf/990coAIFm6v31RM2I4obPb2D2h7O5PeV2NWdGoxGHxcHiFxeTfF0yL977Ih6Ph8rKSsrLy6msrKSiooKHqh/ixEcnqPm0hn2371PjDAaDEWUkJEFOGEkSe/H5fBFFooRqqWkabrebq666it69e6tNIfMnFSkbGxtpaGhQgfm6ujqOHj1Kly5diIqKoq6uTmGzRqORY8eOqTiG1Wpl1KhRVFRUcODAASwWC8OHD2fnzp2c+voU/+75b0IHQhR0LaD7ke5ULKnggjkXEIgNENSCPPeX54jeEa0goRUrVjBkyBB1UJ5pjcozMhgMqk2iwIoS1L/55ptxOBx8+eWXkclfGLBkWsiNy6Xh+wZmmWYxa9Ystm/fziOPPEJ+fr7Ce984+QbTE6Zz51/vbNb2T12vicUNYeX75z//Wf1N5l1/CAucd2vdrfT09uSw+TDtU9qz6YtNPPfv50j6KMyuk3rrFotF5T7A6SD8gw8+iNfrVZnO55JQKNzwZ9GiRc0Sl/SwpRSoW7FiBZvXbKZ/Y3+yx2bz7bZv6dWhl2r2LR5oS56XsMkuueSSVtMexTM5ePCgWstyOCUlJZGVlcWqVauoqKhQhpva137/WSHppvKHUPQiRqORLVu2qK5O48ePZ+zYsSxatIhrrrmG+Ph4Fi5cyNNPP83SpUupr69Xlp5wh4XN0dDQwOrVqxk5cuR5j0NPTZMqmuvXr1dudFlZmcr2lNKrkqLcqVMnsrOzVeatBMSeffZZpdjKy8uJiYmJOPH1GLUku8j7rVYrbpo3BRmXOA6AKG8UCb0SqNhVgd1sV8wegSZC/UP8ecSfIyyUpjJr1CyWLl0abinYgpjNZjZO2MjB/QeZFT+LUOPpcsihUIhKXyUTTBN4ddSr9OvWL6KiqHze7/ejbdEw1hiZMGGCYh7J4Se0wIaGBq677jpeffVVZQRUVlYquq3+OUlNmbZt25Kbm6sCsfoAogTB9XVOJP7i84X7uJrNZqKjoyOwbyEAiBw4cIBjx47Rpk0boqKieOmll3j22Wd5+OGH+femf5M+Jp3joeMcnHaQz//5OTccv4GOfTry7nfvkluWy4IFC0hKSqKwsJD9+/crXP5MgUW9eDwe/vWvf0VQLL1eryrxsGDBAvU9RebEzGHR7EU0pjVGdITo3bs3q1atwmg0snbtWp588kn6H+nPscJjBOYEIrymc0l+fj47duxolcUbHYqmr7cvY7PHsvmnzRiNRu655x7mzp1LfX09r7/+OkuXLqWhoUHFUxxBBz0re/KD5QdmzpwZQSA4l1it4d6xO3fubFYOoiXp5+3HHuseZpXOosfyHhi2Gdj71F5++vNPPPHEE2r/6JPN9DJ06NDzak4SCATIz89XyZr6NdCjRw9l+EVHR6vigEIXPl/5QwRjBcsV6ywzM5OsrCysVitpaWm4XC6WLFnCl19+SV1dHY8++ijp6em43W5qampUspIE5Xw+H8XFxRQWFqp2bk1FTmWZND1nuUuXLsoKkaw1oWZarVYcDgcxMTFkZmZSUVHBoUOHqKysRNM0cnJyyMzMJDc3V9XMSUxMVP8OBAKUlJQQFxcXYa0VFxcTFRWlMEWhFop3cqZkJwhbtuW/lCtursFgUFaZJFmdLT4RDAZV4E4sbPmR+VFZppxWfvr5czgcCvoQKEIokh6PB7fbTWNjI8c2HGPhnxeq8ch7pCCcBGCjo6OJi4vD4XDgcDho06ZNBLVTsGk5TKStpFj8Yqn6fD4KCwtVJrR4TH6/n7179xIfH0/79u1JS0tTilKsy3bt2qn5kaBdfHw8ffr0YejQoZjNZoYMGUK7du04bDnM2LFj+e9r/2V73nZOXH6CkpISLrroInbv3s0vv/xCp06daGhoUEHozZs3n9F61u8NozFcTlsK6ImyM5lMzJo1C5/Px/Lly/F4PBFYclJSEqNHj1b5CvrnLvM/btw4/vvf/2Iz2AiYAhgGGpQndLYDSK53zz33ROQjNF0/+nyVRfGL6J/Snw8++iAi8B0IBLBYLNx6661s376dHTt2cPPNN+NyuXix/EVerXiVuxLuAs7eeUp/32AwXGtJYLaW8kL0wX+ArZatfHr8Uy5xXUJdWR2h60L4XvfRp08f3n//ffLz83nuuecUDh8IBOge6I7DE2bYXXHFFYo12Brxer1s3LiRmpqaiNwUg8HAsGHDKCgooKSkROUZyL4WZs7/StYNnM5KFOX5+uuvU1lZqZqMTJ48mfT0dIqLizGbzSQkJKgvr2+/Ji6QuDytmRDZzH6/n5EjRyqIA8JKLDs7m5ycHFUadsSIEeTk5Kg2YBIMFAtcFINsAhkzhHnKFouF9qH2AHTzdqPsVBnFxcWUl5dHUAz1OPfZxi48dIE4mmbPncvNE+UsG7Cpeyqb8lzSNGAkiU56aQmT1YsE4OWgE5G6NE0TusRtFnqqfr7cbrfi5+sTr6Kjo+natWvE/MqzcrvdFBQUkJSU1GxsAvHs3r2bJUuWEBMTw+HDh3n22Wcxm83MmDGD9957j6qqKmbPns2uXbt46623eP/999m4cSOlpaVqra5YseKcVqYogJ07dypDRsbav39/cnJy2Lp1a4s1VWbMmKF6H5xNjEYj9dX1aAGNdQfW8cQTTyio8UzWs9Ce9+/f3+Jh1TTxT9ZVbGwsWVlZZx2P2Wxm7ty5fP/99wwoGoDD7GDOkTnKg2+tmEwmli9ffl7lfC9KvoiBAweGYdWfI3sfWCwWpk2bxurVqzlw4ABr167F2tfK3tq9JPuTGT58uKIbt0bsdjtbtmxp8W+5ubn8+uuv1NTUhIvL/e6l68s3nw9m/4dR9GIRmM1mCgsLcTgcuFwubrrpJrZs2YLdblfV/KR7kFigwpIR6wfCizctLU2VtG3pfnJPsZ7l/snJyUrBiLLJzs6mb9++dOjQgU6dOilKnj4TVCZeDhexOvW1VSyWME7eZ3QfivzhvqIrS1Yybc40QqEQVquV2NhYYmNjgbDLHhsby45DO0jwnc4GVA09DCZWF65WlDM9FU2CjU3xvKaWD6ASYyT/QDBD+W21WlXATX+I6H8k01eYFwKbCAtHNkvT1ociohxsNhsZGRlKCQsNTl8ttGnmZ2lpKadOnVJBLYvFQnV1NSUlJdhsNo4fP87Ro0eVp1ZXV0dxcTEnT55k9+7dKumooqICs9lMUVERBQUFzcZot9v57bff8Pv9fP7559x///3s27ePadOmqToqZrOZHj16qCCwcN3l2dlsNjp37kxRUdEZD1BZS2azmW3btikPSZ89PWXKFPx+P/fee696JnIIRkVFceutt6rDUaxrMUr0IsqpU0Yn7om7h9dff53OnTtz2WWXsX79+ohMblnTJpOJNTPXNPMWmooYKxJzuu666855uMk4hTpqSjbxYOyDWOItnDp1SgWhxbNrur/F2Nm6dSv5+flER0c3mwO9x9J0PqSWflOGiyTXiReZm5vLRys/IlQXYvlly0nMSVT31+eGtDQngUCA4uJijh49qsYlsSAxLA8ePNiiZy6e7P+6zNim4nQ6KSoqiqhomJOTg8fj4eKLL6ayshKXy0X79u0jmgforT+h0/3www9nnRBJhdeLZFlC+EAoLS1VCUOiZPXurVjfcti0ZHlcffXVyuUKBAKU7itlT2gPGzduxBxvxmwwk5iYqJgcct1QKERUQhSDug/i/ar3sdvtir4VCoX45dQvrLCvwDbXpg4uUez6hJDWULFkM0jtmaYNJs5mGek3tD5IK0FDvTQ0NJz1mYiFbrVaI/jlbrdbsTj0XoLdbqdz587s3r07XLjt94YbArfZ7XZSU1NJSEiIgBecTidt27ala9euqjNTWloamqYxaNCgFvHWUCjEiRMnVMPxkpISEhISiImJYcCAASQkJFBeXh5hSYuSEwXt9/spKSmhrq5OPeumImM8cOAA3bp1IyEhQWG5sumzsrIwPWzi+PHjEXMhEGLTeT+TBWg0GlmzZg3+oJ+6YJ16BqdOnWLOnDkMGzaMI0eORNTvD9WHGLJ2CB8Vf3TG56gXr9dLXV0ds2fPPi8LG6B2US1PnHoCQ9DAmDFj6NGjB5999pkq6dHUQ5R5fvPNN7mu5LqIvIOm0tQI8nq9DB48+LzG5w/6abesHU/5n2JLmy1s375d3aulwmPiWR45ciQiU1n0R2ZmJna7nRMnTqiSFk2v1VpWlMgfKhgrImVnBbuTps5ywlmtVn777TcmT57ML7/8QkpKCrW1tVRWVqpriOX89ddfn7U0qViNTU9vaRAtm23EiBFKUS9evJgDBw4QCASYM2cOeXl5Kh1egpBNpbGxkRtvvJHXXnuNnTt3snHjRuwj7fjv9MNIwmUc7g8rocTERNq2bUv79u1JT0/Hs9fD9sHbcZe62erfqvC5xsZGTnlO8XCvh6nrVIfT6VS0OckCNRqNGNeEle7hwsO0T2vfbGxry9fSbn076oNh60EsJskMhd89oPozK2exNOXgVYlYJlOzzvX6npwtSSgUUvxy/eYUOqdY7XrGVK9evbBarezYsQOHw0Hbtm3Ve2JiYiL43aLsjcZwez6/36+ovJKhHAwGmzWp0MOE+fn5xMTEEBUVxYwZM1RT55KSEtUQJyMjg4qKCtXoWr6L1+vl+PHjETTepmtGMiI7dOhARUUF6enp2O12qquriYqKYvr06WiNGk/5nmJv5V56JfcCTlMk582bp+ZL1vaZWm02NDQwf/589UwkGU4KwDU0NDB69GiioqLI65XHsh+XYfKbcAad5Jvyz/gc9RIVFcXYsWNVf9vzkad/eZqVWSvJrMpUnuwtt9yCyWQiPT2dhQsX0qNHD/XdjEYj9nF2rtx+JXfG3dlsHelF9orMW0ZGxnmXBzGbzfzPpP+h+6ruBHwBJk2apAyyjz76iPbtI/ecsGa2bNkSAfUIo2jIkCGUl5cTFRWldFrTmKLT6eS2227jxx9/bNUYW9Mz1gZ8D1h/f/9HoVDoEU3T2gPvAy5gOzAjFAp5NU2zAm8DfYFyYGooFDpytnuI5SnujlDtqqqqyMrKokOHDhQXF9O5c2e+/fZbqqqqePnll9mxYwfJyckKnhFcUa4pfPqm94LTtDWh3ukXQnJycgSv2e1289JLL6novdA+JVFqxYoVLFiwQG0qgWv0AcHExETi4uJ46qmnOHz4MPv27WP79u3Kwq+oqFALtaqqivz8fAwGg0r9N4w2YLjdoDahXlHar7fjPO4k/p/xKqFLCrjZ7Xa0PI1lNy/j5LGT7LLvimAolZSUkD0pG0+8Rykc8QrESvf5fES/FI0XLyeKTtC5fWd12Ogx4xuqb6DNZ23w3+RXi1Kok3I9ffBVP8f6BBnhzethOJ/Pp+iP4r6K8nQ4HAwePJjDhw9jNBoVZ76qqkqVeJVa9cJekExa4S2L9yDB227duqmEJFEEMh8JCQmqtlEgECA1NVz+QiwuIQzExcURHR1NdXW1OjildIEUJFu5cqViIAFK8efn56tGJ4LHiqciLRl9Rh+3Pnwrp/7nFMk3JBMqDPHhyQ/xmX1k9cg6YxalWLeyhkpLSyMOIvmMPqPVYrFwc9XNzP14LqOzRvOV9ytO3XGKeZ/Ow1RlUgk9LXUUk/8vXLiwRajlTCLz+f777xMIBfjV8SvG4OkG6qFQiCNHjjBt2jSMRiMul4uFTy5k+HXDOTHiBEM8Q/ib8W/8M+afzfa9XvSNQO6+++4Wm4WcTSwWC/v272N91Hr+P+reOyrKc2sfvp5pDExh6NWCgKIg9kqMiiXFEk1MNDkmGk056XmTN+VEU06OqSfFlJMYe4keU2yxxN6xYENBBRSkDJ1hBmaYGZjy/P4Y9/YZJAa/9X3fyu9ey6XiOPPMXfZ97Wtfe2833JAJN6qrjhkzBgqFAgaDAR9++CFGjBjBctHDhw+zPQFuZIz37t0bx48fR0VFBXvupPQh8Gm1WpGdnd3hZ+wIom8BkCmKok0QBCWAo4Ig/A7gFQBfiqK4XhCERQDmAvj++u9mURSTBEGYAeATANM78jDSQCq53a2trRg9ejTMZjOqqqpgNpsRHByMpKQklh6Vl5dj9OjR2LVrFy+ilIuTVjzsyDh06BAbWMDn3pE71qVLFyQnJ+PcuXMoLy+HWq2Gw+HAggULMGnSJKSmprKhAeDXGBzwHaIePXogPj4eRUVFOHnyJOrq6hh1iqKIu+66C6mpqYiLi4PJZEJRURHuuusueL1eHD16FLW1tayCIc7ZZDLBYrHA6XTi1KlTCAwM5EPndrshThbhft7XHYn5fUoMmuwzQtovtdy4Q6vVIjY2FmFhYT5k/2QLPkv/DJVlldjTugeCILDBaWpqQlVVFfQr9FDKlfAqvFxSQIruKV5gs9lueZBEUUR0djQ8kz3cDAYAX4p0iZAhe/zxx6FSqVBdXY2IiAhERkbC4XAgKiqK6Rd6BilqbWlpQUVFBZKTk/lAiaIIvV7vV1+p7VCr1Zy8pVQqUVdXx8ZSpVIhOjoanTp14sYT0v1Ne5oM+86dO7l8Ab2mvLwcMTExnE9B9MSHH36IJ598EnK5HD/++CM2bNgAjUaDBQsWYO/evVD/qsaVeVeg76/3Q+/0naWZzPRZbrcbzz//vF9pibaD/r9KpkJ8bDzOVJ+Bt8mLTtZOOPrGUYiiiFWrVuHLL7+86f/urtuNe6Lv+VMuv70hiiJOnjz5h94f0akUpC4tLcWd4+9ElbIK8TviYVfa0c/bz+87/9Gg/Inx48f71Y3qyDh58qQvL0XwQqm4UeteKveuq6vjGj0GgwEvvvgiQq+G+kk1PR4PevbsidTUVKxfv57BL3mjdBnTvtuyZUuHn7EjPWNFAFSnU3n9lwggE8Aj13++CsB78Bn6+67/GQB+BfCtIAiCeAtSVnpwaQQEBMBut6O2tpZb/BUVFaGyshIDBgzAhQsX0KtXL8yYMQOHDh3C+fPnYbVaOdkpLCwMs2bNgs1mQ11dHXeHIu6WDhohDDIgJSUlWL16NXr16gWv19cdKSYmBuXl5TCbzSguLobRaITL5cKAAQPwyCOPICcnB0ajEZcvX0ZZWRncbjej6p49e3K9HqIdrFYrmpubUV5ejrKyMlbppKenIzIyEna7HUOHDsUvv/yC7t27w2w2o1+/fpDL5ejVqxfPB0m8SktL0dTUxAaRpKo1NTV8YZHyh1Ao0UxknAj5Xr161a+pAnHIjY2NCLg7AMIrAte4oQ1Ih0gTpcEG4wbov7hR9I08i7i4OH6vzz//nHl2al5CCLexsRFps9NgmuKTi9psNlZE0aUmjSWIoojMzEzeRxS/IKREF460Ng+BgMjISO7+RfNRW1sLrVZ7E5VHsRyZTObXpDsjIwMWiwUlJSUoLS1FWloampubcfLkSWi1WsTHxyMuLg7Tp0/Hli1b0NTUhPz8fIy63shkx44dAMCxqOLiYvTt2xcOh4PXgaoc1tTUYOTIkbhw4YKfrHjOnDkICQnBv/71L/Qo7+HXpxbwV1xJM5UFwVf18/z587dUd9H//zzgc6gD1DAeMSJUDEVwcDB7ro8//jj+9re/obm5GS+88AJycnLwVdVXqFfU42D1QVxZcuUmCeGfDQo0k5dD3lV79gMA0hXp3CTHUe2ATJAhtSUVJboSLFy4EN988w2fD2nBNhINxMfH/2F5iFuN7du38/uQhJrOettLVS6Xo7GxEWN+HoOJ+yYiLCwMr776Kv773//CYDBgzJgx0Ol0KC4uZi+QYjO0bgSYQkNDO/yMHbpiBUGQAzgDIAnAfwAUAbCIokgzYgQQd/3PcQDKAUAURbcgCI0AwgDUt3nPpwA8BeCmgk5SSiUsLAzV1dU4duwYrFYr9Ho9iouLERsbi7i4OHz33Xe4//77odPpUFFRgaioKNYXd+3aFVlZWdi/fz9mzpyJhoYGLFy4EO+///5N35EO+/bt2zlR4YEHHgDgyyIdNGgQDh48CIPBgMzMTGRkZCAgIABbt26F2+1GUlISHxaqcPW3WE0AACAASURBVEiNzLt27cqGifjl+vp6RvsBAQHo378/NBoNo+To6GhoNBqUlJRwYJRUCG63G2FhYWyciEqiRih0gKkSplzu66lLBsxms+HMmTPQaDRc8pYMmNFoZF6Qgm+EXslQU/CL6AxCGWSUa2pq2ItxOp1+lTmpJAFpyUllYDAYoFD4GqkcnnMYwTt93b2o8JdSqWQ9tFTNYLFYOJ4jCALMZjNcLherXYj2kSah0XpTQxcy6lSeICgoCE1NTX7Iuy0IIRolODgYBQUFOH36NF8alZWVSElJwfDhwxEZGYmsrCykpqZiwYIF6NOnDzIzM9G/f3+0trb6dcFavHgxTCYT+vbty3uFjJvX68W5c+dw7Ngx9OrVC4GBgTh27BhkMhmX5HjvvfeQkJCAadOmoU+fPn+q0W9tbcX69ev9LsdbDQoop6en30QLEeWn0+nw008/IT8/H6tXr8brX7yOKlkV+vbt69d7oCODYhkdQeQAUKgohFFhxNL5S/Ga4jUupaFQKDBr1iz87//+L77++mssXryYu3MBQKg3FNYAKyZNmsQIuyOfR+PkyZN/KhmWDrfbDddCF7oN7QaUAu+88w6++uorfPLJJxg+fDjvV7osCAxJA7wKheK2yi53yNCLougB0FcQBAOATQB6tvey67+3N0M3oXlRFBcDWAwAwcHBInADZdDGJqS9ePFiOJ1OREREoLW1FV27dsWlS5eQlpaGBx98EPn5+di8eTNCQkJgMBgwYsQIdOvWDaGhoUhJScGuXbuQk5ODDz74gPlwmiTioJuampCdnY09e/YgMTERs2fPZmXF8uXLERcXh9WrV/NmrampwYoVK7h2d1NTE6t1QkNDodPpUF9fj2PHjuHMmTO4//77+aZXKpUwGo1obGxESkoK0tPTOYmH5I1FRUWIjIxEbm4uy9ukWn+73Q6FQgGr1QqXy4WGhgY2XKRZ1mq1MJlMHKEPDQ2F1WpFS0sL0tLSuLIn9eVVKBRIS0tjmaHJZEJpaSmuXr3qF9MICQlBSEgIIiIioNfr+VKWomXyqmQyGSwWCzckj4+PZ1WSyWSCy+ViKsput/MzUXExaQIOuf/Eszc0+Dpa1dXVITc3lwNbISEhHLOR7iVaO4/Hw0iUUCkFrx0OBxoaGmC1WpGSksLoSVpojmSwcrkcBw4cQHFxMQwGAyfK9ejRA3379kVTUxPkcjkSExPxwQcfYN++fXj88cdxxx138JxFRkbit99+w5YtW1BSUsI1kMjlp2D2hQsXsH37dqSkpCAiIgIZGRl45JFH8P333+PKlSvQarVwOBzIz8/He++9B61Wi6effprrnLensxdFER9++OGfGl+av8DAQEycONHvAqQhVa+0trYiKSkJ7777LoISg2C7aEPEiAi0Xmj1k8UC7SN7+jdpSQei1dpLHCR60OPxYFr0NFx48QIAMAXc0tLCdNwzzzyDp59+GiqVCmvWrMGXX36JrRe3IsIdgbpH6/yoxlsNem6bzYbi4mK/mEdbWSV5IwQEo6OjEdMpBo58B+AAP+Nzzz0HhUKBnTt3wmaz+XlA0rNADWDaq8n/R+O2SDNRFC2CIBwEMBSAQRAExXVUHw+g8vrLjAA6ATAKgqAAEAzglt0O2rqNFNSMi4uD0WhEc3Mzb/jOnTtDEAQ8/PDDOH78OPbs2YPnnnsOy5Ytw7vvvouamhpcuXIFU6ZMYfqhuLgY7733Hr/3uXPn2N0HfDfkiRMnsHTpUmRmZiI1NZWNwZIlS6BU+hqLEOfm8XiYl+vbty9KS0tRVVUFhUKBxMREtLS0wGazcTCrsbERy5Ytw+DBg5Geno76+npkZ2cjOTmZ63bIZDK+LORyOfbu3YuEhAT07t3bL3mLkBQtcnV1NcsRSRUkWS/o9XpG2tRsXarDJUTrcDigVCqh0WgQEBCAqKgoBAQEIC4uDkOGDGF0ZLVaUVxcjMrKSuTn53NfVVEUER8fz/w09QBobGzkAGliYiJ3LNJoNAgNDUX37t3xwgsv4NSpUxxTCA8P58/3en2dpiorK2EymdjIxMXFsZ77k08+QUJCAmQyGaqrqxEbGwu5XI6KigpoNBoEBgbCarVyiQPaBzabDUajEYIgIDY2Fi0tLdBqtVyamigDisO0rbHicrlQUlLCF1NwcDD69++P//73v+jfvz8OHDiAqVOnYtKkSZg/fz6ysrIQHR0Ni8XCip5OnTphyZIlsFqtEAQBVquVvzcV5autrcXu3bsRGxsLh8OBfv36weFwYMmSJbhw4QI0Gg3uuecenDt3jsvqWq1WLFy4EBqNBhMnTsSECRNuVvbEi5iqnIp1mnW3Op5+e2/evHl+1N6thkwmg+0RG/7z/H+w0bsR9955L9KfSscjjzzSIWP69ttv3xZXTs1+6FJu7zMooGm1WvHYY49h2v3ToHpMBfthO7zujnsb9P6bNm1ipVtH5gTAH8o3CcARsGpL/Ug/g8pzd3R0RHUTAcB13cgHAhgLX4D1AIBp8ClvZgGgyMBv1/9+/Pq/778VP3/9M5hDJe6T/k40BKHFrl27Qi6Xswt77733YvHixejduzfeeustfPHFFwAAk8nE6JdkShTUWr9+PcaMGcNJKLm5udi8eTPGjRvHAbja2lr8+OOPHBCjTlOkFa+rq8P48eMRFxeHO+64A6dPn0Zubi7q6+s5eUla/7ylpQUnTpxAVlaWX3kDp9PJQVWn04nm5mZGivHx8TcF1UifDtxoFkHzRbydx+NrhafT6bg+Bm0iaSIHBY3JkFH1UFqPsLAwLilAXkFYWBhiYmJYIw+AS1HU1tYiPz8fJ06c4ECvwWDgxsculwtRUVG8zg6HA62trRg2bBjy8vK4ZVtZWRkX3AJu8MqkxqEYC6G7U6dOQafTISgoiA+EWq1mIyytO05U1qVLlxAbG4uYmBieP5fLhYiICH49fS4V3JMm2QC+evKEvEj6uHHjRhgMBtjtdkyYMAG7du3CoUOHsHLlSgwfPpzT/IcOHcoF7SjRjObZbDbDYDDAYDDg6tWr+Oijj9iDePrpp+HxeFBeXo5z585xAtqZM2cwY8YMNDQ0YN26dWhsbITBYIDNZsPatWvxyy+/IDExEU8++aSvyU6+iB+n/ohX172KdZp1vLeAGzEe4Aa3HBAQgL///e9+ainp+KNcAK1Wi58P/gyPx4NNVZvw6zu/Yt68eRg6dCheeukljBw5Es3NzQxw6GysX7+e40nSBuF/ZNwouP6vf/3rlhQKGWjy3pSvK+H52oNLd12CKdWEF6NfxOzZs/Hcc88xpUV8vnTQ2h04cID3hjT+0d78ELgaM2aMn0JQGiyvrKxEYWEhU2Eko6bXkS0IDw/npMqOjI4g+hgAq67z9DIAP4uiuE0QhEsA1guCsADAOQDLrr9+GYA1giBchQ/Jz+jIgwQFBfFBpwkj9EaTrNPpcPHiRQDAlClTUFFRgf379+Ohhx5CdHQ0Dh06BIvFgunTp6OqqgqCIODcuXPIz89HREQEAgICoNVq/eRj+/fvx4oVK5CRkYGCggKMHDkSKpUKe/fuhclkgkql4oPucDigVquRk5OD9PR0NDQ0ID8/n6mSzp07c7d2upGJgxeuZ+ASGqdMQzJ2wI1AC3kTP/74IyZPnsyXABVIo41/7do1RqqUkUmBOEHw1WuhC4rmlSgNKrNMByw4OLhd956oNIpbEMql76LR+BqiEE1G6La5uRklJSWorKxEWVkZKioqWLkkiiIj+j59+jDK4iJsosieAv0d8KExaUIZubDEj7a0tPBni6KIHj168KEmg1xVVYWYmBhER0cDuGHIAHDPT6l8VRRFBAUF+fHdNIdUDoF48tjYWJSVleHhhx/GF198gS+//BK7d+8GAGzZsgWLFi3CZ599hpqaGgQHB6NLly44fPgwe2RUK6i0tBTBwcEoLi7GRx99hE6dOsFut2PKlClobm6Gx+PBL7/8wjkbFGh3OBwICgpCamoqwsPDkZ+fj2vXrkEQfEXj8vLy8NprryEsLAwzZ87E08uehnylHOuPr8f8+fNRWlraLiolZcvf//73m6S9fzZWr17tt6co2JmTk4Pp06cjJCQEd955J5566ikMHDgQarUadrsds5+YjW+iv4El0NLuxdLeCAwMxMiRIzv8bABg/8gOl8uF+KvxKFD5Gh0tWrQIS5cuRWhoKKZPn45nnnnmRu+DLBm8g3wiDbvdzvboVh6KNFPd6/UiLS2t3YRBlUqF/Px83mv0nuSh0NyrVCpW6XV0dER1cwFAv3Z+XgxgcDs/dwJ4sMNPcH3QZiLdOU0MTaggCKirq+PiVmvXrsXDDz+Mvn37YuXKlVCpVHj99ddx/PhxJCYm4sCBA3A4HNi6dSuXhiXvgC6U6upqRve7d+/GrFmzEBAQAJPJhDNnznAVTWqyAfgOeVpaGpYsWYKAgABERkairq6O67N36tQJLS0tTEMQ7dTS0sIdkKgBNaWUU6Zj29ICLpcLhw4dQmpqKq5du8aXlNfrZSrBbrf7ySyvr4FfejcZfpJEkqGWyWSoqKhAUFAQ68ipzIBGo0FrayunjxOyIbRLaE2qCCDDQ9LYvn37om/fvlySgIKdtbW1uHz5MoxGo19mIHkSbd1SaQKd2+2GxWLhz7DZbIxsyJOihiOE2ojXJERPcRDKXiVAQclItFdIzkb7kjhz4IZ3JXWn+/fvj/r6ejQ2NiIyMhJff/01nnzySVgsFrzzzjvYvn07r8/FixfR0NDAklBpaYvDhw8jOTkZmzZtgtVqRVxcHOLi4ngNtmzZwkHxxMREGI1GpKWlcYDZ4/HgwoUL0Gq1GDlyJC5evIj6el/5arrkV6xYgd9//x0PPPAABgwYgE2bNmH37t1455134PV6uXQEGRu6XP8ILbfHm4uiyJJn+ncpr0xGfc+ePThy5AgG9BuA+fPno2ffnhAhIrs6G6lJqWzo6bOlmenAjUAweXq3cxGpVCqYzWaMihkFj8sDuXCjjWV1dTW+++47fPfddxg0aJDvzLsDIHpEtNpbceHCBZjNZvam2yJ06fPSHHTt2hXBwcF+XhPNF8XmGhsbec9J9x7FLClOJWUM/mz8JTJjicYgpQENSksHwIitoqICarWajbPX68WHH36IwsJCvPnmm/B4PFi3bh2mTp2KCRMmcI9WSpZxOBzQaDQoKCjAF198geHDh+OXX37BSy+9xElAP/74I9M0/fr1w/HjxzFixAg2HEajEU888QRcLhcWLFjA3Y+kKhTSfxONQMlClPRDNBIFAskAATc2CmVaNjQ0ICMjg6kXm82GhoYGuFwuGAwGNDQ0+CFgCgJKgzcAOIhJHKvNZkNYWBgnqNGlRhuK5ou+gzRGQR4EGT5Co9JLlYJQoihyhT5RFJGYmIgePXpwnf5r167h559/Rn19fbvVCen96LnocpPJZNxAZd++ffB6vYiOjobNZkNkZCQSExMRHR3NGdaUGEVtBMlF7tnTpy2gi4AUNYTABEHgC6BtyjwFfNVqNZYtW4ZXXnkFX3zxBX744Qf87W9/w8yZM+FyuTBixAgsWLAAGRkZ+Pnnn1FXV4eysjIOukqTxnJycrB06VJuSO7xeJCUlASFQoFTp06hpqYGTqcTAwcORFFREQfR6fIZMGAAysvLsWPHDhQVFUGlUjHdVlFRAZ1OB7vdjitXruDjjz+GRqPBmDFjMGXKFEyePBlGoxHvvPMOjh49in3V+9AqtqJ2d+1N63KrQZ74yZMnb2ryLh20Z78u/Rot5S0I3RCKmlk1CP8lHHOnzEXr4Rt1kW7FAFutVqxatYpBRUeH2+3GwoULuSxH23wb2vMHDhzAwIEDYbfbsaLTCgwbOwznjOf8upRJE/7ae16ZTIYpU6awnFqqn6dLntaTwE5brp7EE8HBwbfMfWg7/hKGng4UtX1rj5uNjY2FyWQCAPTp0weHDx9GXFwcRo4ciVdffZUrzjkcDqxbtw6VlZUwGAwwm82sgaZLxOFw4K233sKsWbOwcuVKvPbaayxV3LRpEzweDwICAvDAAw9gw4YNiIqKYgMSEhKClJQU2Gw2VFRUYPbs2SgtLcXBgwfhcDiYDiFeH/DFCxobGyEIAiwWC1M3TqeTaRnS7NOBpwuK6InNmzejsrISO3fuRJ8+fTBgwAC/7Ftp83HanITQyQDTXLtcLk7IISlhSEgIbyxSMEifSRoLIINrsVj8DDBlkpIxpfejDFSdTse6cCo6FhkZyWnfM2bMwPLly7lFIwEAindERkZyHX86KGazGSkpKUhOToZOp0NhYSEKCgq4RAElTLndbmi1WkZTLS0t/N4030QZSWsFyeVyv3WkC5XmQaFQIDg4GN26dUNBQQGuXbuG9PR0zJ8/H99++y1eeukl9O/fH88++yzuv/9+/OMf/wAAvuABcAyK+HqTyYRjx45h5syZDDJaW1tRUlKCM2fOwOVycWkEs9mMe+65h9/LYDDA7XajsbERjY2NsFgsCA0NRWNjI9xuNweZpZRoc3Mz9u3bh127dqFbt254+umnsXz5ch9YCBLwj8h/4N+af8OBW8s1246vvvrqT408gYE5YXNwuvY08gPzMeTrIRAWC1jqWQqbzYaCggK8+OKLqKurY5kv1dyhdejWrRuGDBlyW88H+BB9VlYWAxOaE9rT5B0HBATw/h58bjDU59R4uvlpTF4zGWM/Hsu0oU6nu6n+DtmxlpYWDBw40O9zyFsmAGm1Wv1QO9G59F1pPxII7OgQ/iRO+v/LCAkJEe+8804AQH29T24vVYWEhoYiNzcXMpmvsmHPnj3Rt29fhIeH+7mGJAt0OBx8QwcEBGDRokX49ttv/fjHSZMm4eTJk5xxGhgYiCNHjqCqqgp2ux0pKSm4evUq1Go1Bg8eDI1GA5VKhS5dunCNEtKKW61WhIeH49KlS/jpp5/Q0NAAr9fLmnYytEVFRdDr9Rg2bBj3i6WgpSiKflX2aJGpKXZwcDA++ugj9O7dG4sWLeLyptT9huSTtNGoiBdVw6RgEBXcIjqMPCWdTseJS62trVybhoKztHnpQqZnJGRNlA5dYkTBAOBqmFR7JyEhASqVCjabrz5PZWUl9Ho9kpOT8e2333JchLhvcotFUeRKkIR0qG7Oww8/DJ1Oh4aGBnTu3BnJyckoKyvzu6iAGwfYarWyXFcul8NoNCI0NNRPmSKKIkaPHo37778fALg6JnkvtOeIevvHP/6Bt99+G8uWLcPcuXOxdu1afPTRR6yuevDBBzF79mxYLBbei+PHj0dISAiOHTvG8YSIiAhMnz4dR44cwdixY6FQKNDQ0ICNGzfC4/G1PkxLS0N2djYSExORkpICmczXFCc8PJyDpwqFAidPnsS2bdtQU1PDAIY02IMHD4bX6+UmKFI6URRFPPHEExg9ejS8+7zA6D9vjScdTqcT6enpt0WjyOVy3H///fjggw/4oqVnpgtj9erVWLNmDaulvF4vDtUcwomVJ3idbmfk5+dj2rRpfv2BgZsNPY05rjlYp1uHjz/+GPdF3QfPIA+UM5QQfxWxZcsWfPnll7h48SJ0Op0flQr4gvf79+/3o1xoD8lkMuzatQsbN25kD5aoSvKu5XJfXwK1Wo3Kykp4vV5kZWWdEUVx4J99z78Eogfgd2PRoSRUWFdXB7VajVOVp3BBdQGf9fgMdrsd+fn56NWrF3JycngjEHL2er2IiorCO++8g++++w5NTU0c6Z48eTIOHDiAu+++G4DPmO3ZswcmkwlyuRzJyclswAIDA1FeXs6qjtjYWIiiCIPBwMlEERERcLvd6NmzJ+bNm4eWlhbO7JWqh8rLy7Fw4UI2zlLukhA+8XKEyokuIn6/paWFtdgul4uzbKk8QG1tLWpra1FVVYWTJ0+yqsZgMHASFqFWSlSj2jfh4eFobGxEU1MTo2m3242goCD2FAiFAWA3mXIRyOBJC3VRPMLtdnPtF1I2hYaGwuFwoLGxEbGxsRgwYIBfeWji1aXSMmoeQvNH6p+SkhKMHj0abrcbXbp04YqSJSUlbFSp1LHRaES3bt34IqYLt22NEzpkDoeDM30bGxvZANFFabFYEBUVhd9++w0TJ07Eu+++i6VLl2L27NnYsGEDfv/9d2zfvh3Tpk1DWFgYKioqEBgYiKFDhyIoKAhHjhxhPjw0NBRjxozBzz//jIceegiNjY2wWq04efIkx0YGDBiArKwsft4rV65Ao9EgOjqaSyUTpTR27FgMHjyY0TyhYan8UKlUwmq1Yu3ataiqquL5X7p0KZYvX47evXvjmcHPsKdGe7s9moQM1Pz58/348rYGvz2uX61W45133vE7F5SMR3TZ448/jpkzZ8Lr9WLdunW465W7sFe9F7OTZ6NlYwuCpgfdsjkJDdqjixYt4pwN6WgbByBabZV6FeReOcaOHQt3gBuqX1Xw/OwBvL4mLhMmTIBMJkNhYSFmzJjBIgBB8FVEpdgSvafUa798+TJKSkqg0+n4oqB/p0xy8kY1Go3fe/3Z+MsYegCcwSlN5adaH53tneG46sCQ1CGora3lBsk6nY55ZEKpTqcTPXr0wP/8z/9g/fr1bHgFQUBmZiZKS0vRpUsX3pR5eXls5GUyGUJCQnDy5EnWqMvlcuj1esTGxmLYsGF8AREFQa6W2+1mtA/ckFSRnDAsLAxjx47FihUr/hDpSJuGUBarIPgKvQ0ePBgmkwkRERGc/m8wGPiwNTU1ISYmBlarFU1NTSgrK0N4eDgUCgVqa2uRnZ0Ni8WCIUOGcOBUmq6t1WoRGhrqh0RIsUHelDRrj4yv1GhIFQZEhRB9RKolukApEGa32xmp0HvT3NFhI/kcGQ+ppE0URVy+fBnjx49HWFgYQkJC/GIUZMwBn7Hv3Lmz3/chgyUNAktlrDRoD7UdSqUSiYmJOHv2LF577TX8/vvv/N2vXbsGURTRu3dv/POf/0RqaioKCwsxdepU7vNKAISM/E8//YSXX36Zdf379+/nPdarVy9ODisqKkJhYSE0Gg2CgoJw//33s9cEgBVKtL407yQbpPUnw/Hoo49i6dKlqKys5AtcqVQiJycHb731FoYPH47MzExERUWxUKKtIoYu5c2bN/8/Ov8dUZKQ0Zs7dy5El4i5r82FoloBT6LPU+tIlycCOSdOnLitLFiXy8WXqVwuh2uaC7I21d5FUUSvXr1w/vx5nD59Gl999RUOHTqEwYMH8zpKh8PhQFNTEwNam83GXiMNKbVE69fRTFzgL2boAbCmG7jRS1MQBMSPjYdBb0BNTg0UjyiQl5eH5uZmnyZYFDnhRKlUYsSIERgzZgy+//57Vsyo1WoMHz4cR44cQVJSEvr16+erOnf5MvLz8xldDhw4EHv37mUETfI7t9uNqVOnQq/X+wVbiL6gssa0kGRIqcaN1+tLYSdVhtSIkFGnujP0MzJSXq+v1Z8eeljkFi4nYLVaWXtPm4dUDWRQnU4ngoKCkJCQgJSUFFRUVODq1atc8bOlpQU1NTXcVISQIKlnoqKi0KNHDxgMBlbrkK6Y0vfpwqPvT/9OHhb9jLL5COnTvLrdbnTq1Anff/89mpubYTAYWBlDFxEZd+CGioEGqYfkcjk6derEenoybKRSojIS5HVQIldNTQ3vNUKPGo0GFouF319aXIr6EtDejIiIQFFREQYNGoR///vfmDVrFv7+97/ju+++w2OPPYaXX34ZgwYNwrZt29CtWze88MIL2LdvH/fJFQQBBoMBGRkZWLNmDV588UXOUdi+fTtXhqSSwU1NTbh8+TIHDulS6d69O1OBtG/o3ykzVHpZ0WWq1WpRU1ODPXv2oLKyEidOnEBERAQSEhKg1WohCL4Krlu3bsVvv/2G8PBwTJ8+HZmZmX7SVVK1eUO8OGE9gWHRw/wosz8axEfPnj0ber3+T0s3EJXodruhlCnRZGhC7UO16OTuhHVfrcNzzz2HhoYG9kSlCVSyPBm8ab7zdunSJa6P1Z7HIaWq6PkDAwPx0EMP+anw2r5GKhXu06cP1q5dC5lMhjlz5iAoKAiTJ0/m15FEOScnByaTCV26dIFCoUBNTQ3ve7IDVO5bGsjt6PhLGXpKPGlqavJL4HA6ncjNzcXps6fRs2dPqFQqPPbYY8jOzuagKwVTp0yZgq5du2LlypUAbmhQ77rrLuzYsQMjRozgAJ3FYsHVq1d9zbebm9GrVy+cPHkSzc3NHP0m5JeUlMQ1SIirpiAaGWe5/EandloMMuB2u52DLbfiLdvTKctkMuQhDx6NBxqXr25MXFwcGyK5XM4BTwCsoomKikJtbS2n7YeEhECj0aBPnz5smKmOBl0ebrcb9fX1sNlssNvtcDqdyM7Oht1ux6BBg9gIS1E3oTpyLYEbkkVaQwoiSRO7ZDIZ6urqYDQa8c0330Cj0bSLruhCansgCZWSwc7OzsaTTz7pdwgo2EwHnVxwevb6+nqmTaTFz2pqam4qGkVGUdrMmeae/j95oAaDASaTCampqcjLy0NRURGSkpKQkJCA3377Dc3Nzax7j4iIwPjx47F27Vo8//zzcDqdzOc2Nzfz/kpJScHhw4eRl5fHSgz6vAceeIA7b0kVIB6Pr7yxtJoo5SBIVR+1tbU4d+4c88dVVVXcazc5OZnzUEittWjRIqxevRpDhgzB1KlTOZjvPOyEzWFDlDfKr5/BrQah1DfeeAONjY0dVs3I5XKoX1Aj87+ZiCmOwSOWR/Dpp5/i/fffx4ABA/Dhhx+iV69eDDScTicUaQqo7lCh9Wgr1i5Zi33l+5ARkdGhzwN8e+7hhx/u8OsBH2I3m804deoU9uzZgzfeeAMpKSl44oknMGnSJLhcLpw/f57BF+0l6UVDa000Dq1hR8dfxtDTASTDSYiPFBdUTjU4OJg10BkZGdiwYQOmTp2KDRs2YPz48Yw8yHUHgFmzZmHr1q0YOXIk9yK12+04JME48wAAIABJREFUduwYu3CjRo1CdnY2bDYb8vPzebIBH4LMzMxkxEd1d6TZcIBPx221Whl50SVDFEx1dTVOnTqF4OBg1NfX+1EKUi9BeovT+94beS/6PdoP//7h3ygvL4dGo0FwcLAfUiUKi9qdEaIhFE2vCQ4O9mvpp1ar+YKiNopStE6brKioCAcPHuQAMalaoqOjGe3T3NKzU00eUkQR1eJwOLiuTFVVFZKTk/HWW2+xbJUMFV2qUjpLqlmmjU8SuDlz5qC1tZW/O1FGTU1Nfk0vKL5RUVGBlpYW7vZTXl4Om83GCXeEHgGfQkOn03FJCQBMjcjlcuzfvx9qtRoHDx7E0KFDMX/+fGRkZKC1tRWlpaWYNGkStmzZwty/VquFWq3GPffcg3XrfEiUskQPHz7MdYyCg4ORmpqKHTt2oLKyksskECXYv39/dOnShZO9XC4XI3j6/rTPyfukNaKieNXV1XA6nSgvL+fnUygUXANKo9GgS5cuTO0FBgbC6XTiwIEDOHLkCHQ6HaZMmYLx48dDu0eLLHcWhi8bjqNHj/JlRWebYjZk1ABfKYg/ajH5R4MynCsqKlCMYpwIOwG4fcDg/PnzuO++++DxeJCcnIz58+cjMzPTJ9Q47IRqlwrHs44jKzwLyyzL8ETIE3zWgRvonM44Ac+AgACEhob6AY4/CzhT8UNqcuP1epGfn48XX3wRq1atwpo1a9irJApYSv+S0og8ZwI8tyMj/csYegC88ag0AA1Cg3V1dRAEAS+++CJE0dfSraamBklJSXjjjTewceNGrvZIiHv8+PFYt24dhgwZwm6P2+3GiRMnWGXSs2dP7N69G83NzTh79qxfsoxCocDQoUPRq1cvpjWio6NZBkrSO7fbzSWQyb2XyqKqqqrYmERGRrK6qCNzQu5xVq5PBqbT6bhUAh0iUrYQciMkFRsbi9raWlYVhIaGcgs7yvZtywdSgTVChoLgq57ZpUsXxMTEoKysDGazGQ6HA1euXMGZM2c4BhEfH89deugConmQBlLpInG5XIiOjsYbb7zBNd2JIiF5Jw3a9NK/S/MECBHp9Xp22fV6PX799VcsXryY+/uS3HbcuHHcj5W09lTrJz4+HgEBAaiurvZbD61W6yfVJYNI8SS5XI4JEyagsLAQjY2NcDqd6NOnD5xOJ3799Ve++MkLGTduHJYsWYKXXnqJqcJLly6hrq6OvcmUlBQcOXIEVquVE5mkweDRo0czohYEgdtgUukLKppFCip6ZgIuXq+Xi9hJtdlkwOgSLy8vR1FREfe8pQC1y+WCyWTCkiVLsGLFCgwZMgSPPvoolixZAo/Hgw0bNuDzzz+H1WplMCL9DK1Wi6+//poD9x1Fqm63G19++SVfeG0HxX5KS0vx1FNPwW634934dzG3Yi68Mi9eaXoFL+lewrNRzwKtN/ZUe4M8odmzZ99EHf7ZaGxsxOnTp5kWlJYAp5hheXk5gyACvfS5BCbI0LcFIB0ZfwlDT4e6paUFQUFBCAoKYloCACNAOrwUcDx16hRSUlJQU1ODnTt3crNlj8eD4OBgjBkzBlu3bsX48eOh1+shl8u5bIHH40FISAgCAwNRW1uLiooKVFRUsHyN5HvBwcEYN24c8/xKpRJ2ux16vZ5LClMgjwwUZVASdRMeHo66ujpUVVXB4XAgIiIChYWFrIAAwJwxIS+iEPR6PRdzu/vuu/mQEGUVFxeHwsJCpl2kRocuG41Gw8oc0uwTwqfDLq3QKC3TS5uOgqUAkJCQgNTUVDidTr+mINRQ+8yZMwDAiJ8+PzAwkC9bQv4UY8jLy0NeXh7PJXk60mxhqQJCqlKSZgwuXboUQ4YMwe7duzmGEh4eDpvNxiWZO3XqhPHjx6OgoABxcXGsRpHGRGj9pHw3XVLE39OBkx769PR01NbWwmAwcJNzo9GIvLw8P5ncwIEDYTAYsHHjRsyaNYsvmrNnz3LimFarxfDhw7F9+3Y0NDTAaDTyuhIVde+996J79+7M4VMFU4PBwBcfGSn6PhS3CggIQFNTE9xuNwoKCjh2JI2JEMImBE+y2ZMnTyI4OBgJCQnQ6XR80dhsNq7YGhgYiOHDh+Oxxx7D5MmT4XQ68f3332P16tVwuVwICQjBubJzmJA5AREREe0GwG81AgMDsXfvXr/MU6lNoXNFhrWkpgTmWjPOqc8hfWA6+n/SH5NXTcauXbv4O5On1dLSclNynNPpxOOPP94up9/eoNjOhQsXkJeXx5e8NPfknnvu4c510ngGgStpAcLAwECmHC0WC2f4d2T8JQw9AEZmNLnt8XtUldBsNsNmsyE8PBxz5szB6tWr/QJnKpUKd955J06fPo2wsDAEBwcziiooKGCO1el0YtCgQfj1119RUlICt9sNnU6HVatWoUePHpg3bx6USiWioqKg0Wj8ErikDYdtNhuCgoL8AlIul4uR9/nz53H8+HEEBgZyotOoUaNgsVi4aQgZDZIlkrtmt9vRqVMnqNVqRl1arZYPKAVOpfNGNz1JKFUqFZqamjhoS5p5omuoZnxLSwsbIiohIEXQlDBCyJr+DvgMckxMDNfgII43NzcXAPizlEol68BpvSsrK1FTU4Pq6uqblAZ0WZLU9M8qBG7atAmbNm2CQqFAVFQUpk+fjkuXLuGOO+5AU1MTgoODmTKj9oJtjSEAP3RFv2iQ+yyl3chLiY2NhUwmQ0lJCTIzM2E2m5GXl+fn4cXHx0MQBGzcuBHPPvssI++ioiLU1tZyPCUxMRHHjh3jJjWk5tiyZQvOnTuHb7/9Fv379+d9SRdRUFAQixMI/dPlKqUiKAC/Y8cOVFRUMA/ftWtXOJ1OXL58mZP6iFahAoG0x6urqxEYGIigoCA/o0p7cv/+/Th48CBmzJiB0aNH49VXX8Wbb76JRx99FGs2rYFLcOGrJ75iL+R2hrTiaUfGZcVlqEU1EsVEeH/0IjosGp9++ik++ugjzJs3D/v37+ekTPIspGtMeSm3m3tEIoy2Q6VSITIyEvn5+Tehc/K0iKqkfhP0c/LoOjr+MoZeql4hfrm9QE5KSgquXbuGwMBA3HXXXfjqq68YDdFhHDlyJJYtW4aRI0dixIgRHOw5ePAgJ2C4XC4MHz4c69evh8Vi4QOwePFidOvWDQDw6aef8jM4nU6uQUHomQ44ufPEhZOa4u2330ZUVBTuvfdeDvDabDb07NkTBw8eZLQQEREBjUaD4uJiDpAScgsICOBa8wUFBTh27BhycnK4pv60adMQHx+PwsJCbs5BunCSoIaHh0Mul6O2tpalW4TQyPA2NDRwYJYknhR8JMMupUqk0kkATJdQanZ4eDi6Xq80ShU66T3NZjP27NnDvL3b7cbly5fbldbRPEtphFsNr9eLxMREjB07FiqVCgkJCRg0aBCuXr3KyVcPPvggtm3b5kcTkjdFf6Y6LFJjT0OtVrPnBNyQlFLjGKPRiNTUVFy4cAGVlZV+VFRcXByCg4Nx9uxZbnDt8XhQXFyMsrIyNtqxsbFcGO7SpUsQBAHdunXDli1b4HQ6kZycjGXLlrELbzQa+RmkunNC8VJFiEwmQ25uLhYuXIg5c+YgIiIClZWVyMvL44qXUk66b9++KCgogMVigcPhgMFg4DiAIAi4ePEiCgoK8Oabb2LUqFHIz8/nuj5UKG7ZsmVYvXo14uLi8MQTT2DlypWQrZBBHa5Gz3/2hH2i/bbQPAD88MMPt2V07wm7BwCwbt06DDQMBDzgtfn4448ZaL3++uvYvn37TZfI+PHj+UzdjpHdvXu3X00oGv3794fH40FFRcVN7yfVzVNAnVA/eeC3M/4yhp6Cp4Q0qfgYISxCqzKZr/QtycGkErLg4GCMHj0aq1evxqOPPsp6aq/Xi0OHDvkF8EaNGoXNmzejrq6O2/B98cUXSExM9HPjZDJfkSylUonIyEheLLvdzpyiTCZjtFxZWYkFCxYgKSkJr776KpRKJcrLy2EymZgfJmNCh5+UJxEREVzW1+v1or6+HiaTCYIgYODAgZg1axZSU1MxYsQIXLp0CSaTCUuXLoVOp8PgwYNRXl7OckJy8QgJU8ni+vp6LmgmvZyCgoLQ2Njop0EnxK5QKLi+vlarZSNCtAlRMBQgJHeTaARpDfzW1lbExcVxl6mqqirmo+nQEYqhtZLq9MljonZ+9DPyFuRyOaKiolhDHh4ejurqauj1epw9exZvv/02li9fzgFB2lder5fX0Ov18sGky5z2AyF/rVaL+vp6P5VE9+7dUV5ejuTkZOzYsYMpBZqLYcOGweVyoby8HE8++SRqa2uh0+lgNBq5Jk1AQAAiIiKgVCqxa9culJSUcMzgwIEDaGlp4c8jus9isSAsLIzzAqSdq6SeR3NzM/bs2YN9+/bhjTfewJIlSyCKItavX4/m5mamDQn5k1rr2LFj0Gq16Nq1K/R6PStYamtr4XQ6ERgYiL/97W8YNGgQOnfuzP0MlEol9u7dizNnzjBAMJlMmDdvHlQqFe666y5MqpjkU3LZPbxf/8yIUoE1Am70vES50Tlvq1whj23EiBF+IFIa1JTJZPjXv/6F9957D3a7HW+99Rays7PR2tqKWbNm+Ykk/mzQWpeVlfnRPUTLTpo0CVVVVexZSS8COge0f1wuX9N6olv/KC7xR+MvYehpkciok3GhfonShBmdTofs7GzutapUKtHU1AS1Wo2hQ4di2bJlmDlzJqfke72+euXEESuVSgwYMAC7du2CyWTiSPjhw4cRGRnpRw0QT1lZWYnAwEDodDoYDAYYjUZoNBo2Jg6HA2vXrsXx48cxd+5cLFy4kBGPw+FAdXU1ysvLuVOUVCdMG4ekazKZDPX19UxXJCUlsQfy/vvvY+/evWxgNBoNhg0bhpSUFCxevBhXr15Fa2srFz3SarVIS0vjkrzkThPC1ul0UKlUsFqtCAkJ8XNVSXFBiJOSNIg/JyNJKB0AZ8/SJqS5cTgcHH+RyWRcZ5yQZkZGBgdItVqtX0VL6aD/Q4hVSlFRBjEZpri4OGRkZECtVmPHjh1QqVR4+eWX8emnn3JzCppX2l9SBKdWq/kA0ufS4aM4hlQ1pVKp2FAfPXrU772USiXGjBmD8vJyOBwOTJ48mfMFysrKcOnSJQ5aq9VqREREYPPmzWhoaEBrayvGjx+Pf//7335eBV2aFRUVfGYSEhJgNpvR2NiI5ORk3k85OTn45JNPEBMTg7feegsPPugrLisIAhoaGlBWVuYnLqCALFFnADi2VFpayvEpKpTm9Xqxc+dOdOvWDUlJSTAYDLh27RpkMhlGjhyJfv36wWg04ty5c1yATy6XY+vWrdixYwfUajWmTp3K5R7+zJDKZDL88MMPHKO5HU35tGnTbkn3kGKLMqX/85//QLlfCfMFM+QvyYGdHf4oqNVqHD16lLOppc8fEhKCgQMH4tSpU7dUG5GhJ8/ZYrHwz/6vpW6AG639pPQNIUe9Xo+srCwOChJPPmjQIGg0GqxduxaPP/44y/8A4NixY6wxJ2R89uxZlJeXM2+2evVq1tZLuwg1Nzejrq6Og2/x8fEAgM6dO0OhUKCoqAhZWVkYMGAAnn76aTz//POcokzt+RoaGlBaWsqUiEwm4yCnVNtNwUU6IGTI6urqYDAY/DIeSXLn9XoRHh6O+vp6PPzww6itrUVdXR1aW1v5giwqKsLRo0e5jALNGxn2qKgodOvWjekHp9MJrVaLxsZGbu0n9WraSrooiClFv5QxKS1oRYEpuiCItlEqlaivr2ePqWvXrlzPn+anLdIjo9uWUgFugIYzZ86grq6OL3K1Wo3PPvsMguArZys11ER/UCBYJvM1QwduZMjSa6S0FbXvo1FdXc0VMglt6fV6pKWl4cSJE4iOjsZ9993HHgjRJbSuUVFRSEhIwM8//8zdtIYMGYIVK1Zw/X8aXq+Xefv6+nr069cPguBrjUg02oYNGyCXy3HXXXdhy5YtaGho4MxLogaqq6tRUlLCnia9t1T5QXGfc+fOsVcoCAIrkqjrmyj6ym2QR0FqEcpgHzt2LFpbW1FWVoaLFy+yB9Ha2orVq1fjp59+QkhICF577TUkJSWxKq5tT2mPx4PvvvuOL2EatwqSEqh45plnbkkREeqX5oooY5RQvavCMPswCH18cYpvvvkGPXv25ItBq9X6KQWBGx4UgRNp3sfEiRNhMBiQnZ3NZ4NoW3pW2sukRhRFkfsSE4Xc0fGXMfTAjQ1GB5vUH+QyO51OP2kZAC4ytmHDBjz44IMcSHS73dy1iBasa9euuHDhAgoLC7kS3tNPP43+/fu3+zxXrlyBWq2GRqNBt27deNLNZjPy8/ORl5eHZ599FhaLBefPn0djYyN69+6N8PBwRr1ms5kNPW2i9hZIGlAll58i7ZSko9frWbVC+nbqV6vRaGAwGCCKvkJwpJVPTk6G3W5nqZ/NZkN9fT1TVqWlpSguLkbXrl3Rr18/pl+k2a6U/EReh1x+o3erVPJIz0/GnzhwUn/QoE1NvywWC+Li4m5SOZBxbeuSt5dURoO8QaoZQsXZWlpauGOWVD4rdfsB30GnS5oMCa07GQhRFNvtm9q2rERQUBAyMjJw8eJFhIWFYcyYMVwm+9q1aygqKuJn0Gg0iIuLw759+7gKqsFgwJIlS9oNQNfU1KCpqQk6nQ7Jyck85wEBAcjLy8Px48cxcuRIdO3aFfn5+cjNzYVcLsfgwYO5AqjL5YLRaERtbe0tE5toDaSBarrUqfcyASQKclOOB2WMS3sKREdHIy4uDhcuXMC1a9dYuQYAZrMZb775JhISEjBmzBiMGjXqJh6eKnPezvB6fR3VkpOTb4vXVygU8Pbz4rX+r+GlzS/hY83HqKurw0MPPYSgoCDcfffdeP311/1kwDRMJhMKCwv96CXA5x316NEDTU1NsFqtHIeiOZI2hidmg86aFGz8X5kwRbeoVLtNB59oF6IPCJl0794dSqUS+/btw6OPPsrFxQAgJycHTU1NfPjCw8PZINtsNjQ1NeGee+7Bs88+e9OzuN1urnzY1NSE+Ph49iKMRiO7rFOmTOEO8AMHDuTUZdKDR0VFoW/fvlCr1cjNzYVQLMBkMPm5XGRAHA4HBgwYAIPBwN6FNF1dmgRkMBjYhSPUExQUxDpwQrGEUgVB4Lkh9UB4eDjzshSszcnJQXh4OMLDw1lzXVNTw9I9AFzKgA6OzWZjqSHxxvTMpNggXb9U2SLl4U0mE7xeL2JjY1FUVOSnKpAGEduqDejgtL0M6BkpKE7lFOj5qVSyTCbziwHQHNvtdr+S2QQ+yNsk75DoHVpH0r27XC5oNBoMGDAAmzdvRlJSEu6++27OVygrK0Nubi5TWSqVCmlpadi6dSuXHg4KCsLevXsZ2NCg5Caz2cxlKLp37857oKamBmlpaTh9+jRkMhm2b9+OtLQ0ln1SQ42IiAhotVqMHz8eVVVVeP/99zE6cDQutPoaaxNqJMBB3cCCgoKg1+tZakwGicor0+Uol8u5/DV1j6N9QP8nKSkJOp2O6+tbLBbodDqYzWYYjUasXLkSv/zyC1JSUvDII48wgKqurkZ0dDSKi4s5t+XPRkBAAMaNG8dnqW3g/4+AA8XVzpw5g91Bu+H1eBlkORwObNq0CT/99BNCQ0Mxd+5cTJs2DXFxcWhubsaFCxdYxSMFCgaDAf3798eVK1f42aVySgCsupPWHCJvQIr4Ozo6bOgFXyvB0wAqRFGcKAhCAnz9YkMBnAXwqCiKrYIgBABYDWAAABOA6aIolnT4iQA2BAqFgptAADeSFgICApCRkYFLly6htbUVDz30ED0jRFHEkSNHmHagLjwtLS2MuhsaGjB06FB8+OGH7X5+RUUFysvLudytVqtlA5acnIxFixbB5XIxrTNs2DDIZDJs3LiRG1+npKTA7XZj3759GDlyJH6/+jtaPmmBd74Xo8RRN33mjBkzGIWTwSR0ROiRXD+KwAcHB6OpqQl6vR719fWIjo5mw2G1WnnTSNEEAI5fUAZvRUUFoqOjkZ6ejtzcXOTk5DDfTlUPKWhLVE9UVBQEQeALhzKZKSGE5JlkKKUonKgbKnYml/vKJ8tkMu7ZSvQdeThS6kaK7KX7RerKe71elJaWIiAggC8tUoxQMFHqvZDhpkuDZKvtcfQ0iJOX6p8DAwMREhKC5ORk7N+/H3fffTc6derEF5TRaORqk3Qh9OzZE7///jvq6+vZyG/fvv0mygLwiQDOnz+PmJgYhIWF+XlCdFm+8sor3BKzqakJ3bt3x759+3D27Fn07t0b3bt3hyD4OradP38ezz33HF747AVc2XsFzwx7Bmdwxu8zY2JiMHnyZA60E8VFiYzU1Yq4aAIjFKwlNRIl4imVSgZvRIGp1WpumUj7l+JZ2dnZyMvLg0KhQGZmJkaNGsVCjC+++AL//e9/+Rn+aDidTjz33HMMfjqig6c13b17N8fN2hsUP/z444/x3XffQalUYsaMGWyg247BgwcjKCgIx48f5zMgTfwjaScZewII9Iu8/9sZt4PoXwJwGQAJXj8B8KUoiusFQVgEYC6A76//bhZFMUkQhBnXXzf9z96cEJ5US05ctfSwUbbjvn37EBMTg3vvvZcPqt1uR3Z2Nh8gyroUBAFnz57lWvVpaWn44YcfWPsOgAs+iaKI6OhoTqZqy0EvX74c4eHhmDhxIiwWC3Jzc3HkyBFcvHgR9913H3r16oUPPvgAAwcORF1dHVcZTLuYBvlQOV6PfP2mIAolFpFXQwiUaA8pZ0rGnqit6upq5vXsdjvUajUnCEm9JI/Hw4ocuVyOiIgImEwmDmySeqJPnz4YPHgwqzfq6uqgUqmYd7fZbMjJycH+/fvRt29f1qFbrVYYjUZ4vV4kJSXx4aasU6nKiJLjKE/A6/WyZPb06dPsHRCClh5KaTCW0Hlb6SD9TiiRguaRkZHMdbfNiSAuWFp6mYwzXZTShCPaixqNr/YQ7VPai9u3b8fDDz+M6OhopiUuXryIsrIyRv+BgYFISUnBiRMnUFVVBbPZDJfLhfXr13NvAik9ZLfbodVqkZmZybX8aV7VajXMZjM+//xzvPjiiwgNDcWaNWvQq1cvbN26Fbm5uXj99dfR0NDABmjNmjUICwvzeWiXvOgS1QWFoYWA9UbZbK1WyxJl8mrIqGo0GlafyWQyLsur1Wqh1+sRFBQEk8mExMREXLt2jZ9ToVDw/6OcDuq+BvikpTqdDhaLheMQRMFu3boVW7ZsQXh4OO644w688cYbePvtt3H8+HFs27YNq1atYkMoPWchISHo2rWrnyfZkdHS0oL169fzXiF70TYwTkaZSqRs374dW7duxcsvv4w1a9Zg27ZtuHz5MgTBV0G3sLAQ5eXlvMZE+RGwkcpbibIh75jYjv/XOXpBEOIBTADwAYBXBN8MZgJ45PpLVgF4Dz5Df9/1PwPArwC+FQRBEG/hZ9AhklaEI5SoVqv9Urg9Hl9zhPT0dKSnp3PAp6mpiRMoyN2NiIhAVFQUDhw4gKamJphMJkybNg3z58/3y4QEwEb+6NGjjHCp0bDH42uJRhrWiRMnwmQy4euvv8ZDDz0EjUaDhIQEJCcnY+fOnRg0aBCOHj2K3NxcDB06FGlpaQCANzPfxKqlq5AYnsjf3e12IyEhgakNMhiE0MiIOZ1ODB8+nDcEBar1ej2sVitr4akWS0hICOrr69mAk0qDNhBVRCR1DXXIIbqK5poMJgV/oqKiMHbsWIiiyBSEVLERHBwMi8XCMRCKG5BxoLWmmkPkufTt2xdZWVkstSQlwq3QV3s/J8NMo76+HhEREWhsbITL5WIuWSqNBcDBWUL2ZHSkXgJdtCTzJeNHh4/iFmazGY8//jirmgDwwZams3fv3h2nT59GfX09q1E+//xz9OjRg71XqWGpqqrC8ePHYbVaMXfuXL70KisrkZOTg7q6Orz55ptQq9X48ccfERcXh169euHHH3/E22+/DafTiZ07d6J79+4oKCiAVqvF2LFjIZfLUVRUhAlhEyDgxtwRXSoFAjQftHY0XC4XunbtCqvVyhSERqNBeXk59Ho9IiMjUV1dDbfbzecauFEIkJAtzRfRaJ07d+ZKsnV1dUzRWSwWbN68Gdu2bUNoaCgefPBBzJs3D2+99RaOHDmCZcuW4ezZsxA9IkoqSrB8wfLbkkbSyMrKwqVLl/z2QEf24bhx4zip7LHHHsPMmTP5okpNTcWuXbtYIkyiBPIMpOo3ijkS4qeYWUhIyP8n1M1CAK8DoNYoYQAsoijS1WgEEHf9z3EAygFAFEW3IAiN11/vlxomCMJTAJ4CbhhZGuSG02bXaDScWENJPMTPAz5DfPXqVT54oiiy7jcrK4t5yZiYGPzv//6vn16YXKSioiJER0ejb9++OHjwIDIyMph2UKlUqKiogM1mg06nQ319PdceDwoKwqeffopBgwbBarWisrISjz32GE6fPo3Q0FAMGzYMAHDt2jVs2rSJNff0+UTFEEqVctwUJKREMqrb06lTJ8jlckZNlOxEXkdYWBg3UyAkQN+T5ofUEXRwCFHRJqPX0uvpAiIljVKpRFxcHKKiouD1erkXLkkyqexBYWEhIzb6XpS0plKpOF+CfqeAnTQ2QahWeqDowqL5obkkL4aMNvV+pe9A1AGBCfr/UlUTrQ/9nd6T1F/0fvSZFDwjT6Bnz57Q6/VsFKqqqlhNRWi+R48eMJvNqK6u5sYv8+bNw7hx4/waQZOKq76+HomJiSgoKEBlZaWf52KxWNDY2IiysjIUFRVxOYKxY8fi0qVLrMl3Op2YMmUKtFotjh8/jvT0dG6ks3z5ctTV1SEmJsbPgyUKkM6atFYNrZXL5eK+uwcOHMCFCxeg1+ths9kQGhrKFCqBEtrbBNoIDFDiIu3Z0NBQvkTVajW6dOnCZUfotXQJLF26FKIoYubMmRg9ejR6xJB7AAAgAElEQVR3zwruEoyI0Ahkdc26bV5bLpdzz1vpvms7pHuJ/n7HHXe0SweOHTsWXq+XM6Dpc2i9AfBZoXiP9GIVRRFRUVGwWCw8lx0Zf2roBUGYCKBWFMUzgiCMoh+381KxA/924weiuBjAYgDQ6XQicEMnTRMglbSRvIg4egpUUmNocp8UCgVCQ0PRuXNnnDhxAiaTCWVlZdDr9di7d6+fmwTcyLxMTk5GQUEBli9fzkWiAHBnqi5dumDo0KHYtm0bdu7cyUlC9fX1ePXVV1lyNXv2bLhcLhw7dgwTJkxgKuCf//wnamtroVQq/RQDFG2nxSRqg9xEMmJOpxM6nQ6ZmZk4c+YMDh8+DI/HwyUSevToAY1GA5PJBLVaDbVajbCwMK5HQ4aRcgmoloq0A1RzczOUSiVTWqLoS0KjLlakvSe+m1xkqdGljU1p2ykpKbxORMMQMqELQK/Xo6amBhaLhWMUhP5pjQgBtnfQpBcDGSgpn19cXMwUBc2plE4ixETcMxn+tnprqQcgpdACAgK4JrtCoUBsbCxnNl++fJmbgJvNZoSHhyMtLQ0FBQVcDrq6uhqvvPIKHnjggZviAHS5dOvWDV999RVMJhMWLFjAz1ZbW4v09HTExMTAaDSynDgsLAwHDx5EaWkp5syZw8ZXr9dj27ZtiImJwdixY+FyuXD69Gn89NNPN8kV6ftIFR+AfzCT5nTWrFkQBAHjx4/ns1pXV4cDBw6guroawcHBbLSlXg0AripKVB95TdIEPovFwvQj8fl0uVEsqbW1FStXrsSKFSugVqvx0UcfoaWmBcX5xVD1Ud1WRivRgnv37r1tLyA0NNSvNAVRXgSQcnNzUVNTc9P/kxZSJBtAe9VutzOYoFyY9ryLPxodQfQZACYLgnAvADV8HP1CAAZBEBTXUX08gMrrrzcC6ATAKAiCAkAwgPYzYK4POnxSN51cYkI30oYYkZGRCAgIgNls5mqTpDrQaDSIjIzE8ePH0dLSgitXrkAul3NwizhjWrwTJ07gypUr6NKlC65evYrExESMGzeOjbjBYMCBAwewf/9+xMfHIz09HYCPR7x06RKXO66oqEBAQACOHDmCq1evcvanQqHA1q1bsWfPHr/vI/2eUk64rcGn1/bu3Rv/p70vj46qyvb+3VTmkFRVKgkZyQAyN7MYRNHlgAR4iA9wAe+hQmsr9uQH3aILn62oKGiLSmNjK90gIENry/BkUBlfgwISIBJMCCGBTGSsVKqSVJJK7vdH1W9zKgbE9312Aqv2Wlmp3LqpuuecffbZw2/vHRkZidDQUEyYMAEZGRk4cOAA9u7dizNnzuDYsWPiM+7bty9SUlLg5+cHo9GI4uJi8SFys9HHzGfi3DIJhUwXEhIiATfgckq7+hl0l/FgdrlcElSjtqLruvh01XgLi8SpZZHVhCgeytTsuWHaJ9gxSMU5pcAA3HA8HlA8CNSEPApXloTgZ6uWAXDZLaRq9BSGqoYdGRkJTdNw4sQJlJeXy3dERUWhT58+KCgowMWLF2Gz2VBZWYk5c+bgySeflIxp9ZChAI6Pj0dNTQ2efPJJCWz7+/sjOjoaixcvxv3334++ffvi4sWLuOuuu4T3yZO5ublIS0vD+vXrYbVaMXPmTBn3Sy+9JHXg20NXw8LCvA4A1k+iYKW7xWKxyHvR0dEYPHiwFOPLzs4Wy5p4fT5/cHAwevToIbX/ad1z/ETiBAcHSy0mltsGIO7bnJwcCT7THTJ//nzouo7k5GRM85+GESNGSAyBB/OVhCWVtdLSUsmtuBKpyCyXy4U777xTSoeQV0hNTU3i7qQLlaTmqHC/EILJnJDevXtLyZWOgvVXoh8U9LquPwvgWc+A7gTwO13X/0PTtL8DmAo38uZhAFs9/7LN8/dXnvf3Xs0/r1L7jctFpauBfsz4+HhUVlbi6NGjkp7Pnq7Jyck4ceIE6uvrRYNmvWwKHwAiSG6++WY4HA7s378fNptNkDiBgYHYt28fSktLkZubi+effx5RUVF45ZVXkJGRgYSEBPTr1w+DBg2Cv78/iouLUVNTI3jlcePGITAwEAcPHsSiRYuuylRq7X11LrjhXC4XfvGLX6CqqgoffPCBQEJTU1MxYcIEFBUViXugqqoKe/bsgdlsFsE1ZMgQWK1WceFQKLK1H0sk1NXVCSKCUM3GxkZJDFL77nIjEn/dHoeuBmKppVBYq8XY2FeXlRMpfNQg7JU0KgpZPhMDvB0RBT9/DAaD9A5wuVwdKhrt2ZbfQfdWW1ubIEco/CIjIxEWFobjx4+jtLRUPsdkMqFXr14oKioSd01FRQXGjh2LZ555xitAzDFrmoYHH3wQy5YtQ2FhIWbMmCGHiMPhwGeffYZLly5hwYIFCAgIwLp161BeXo4JEyYgMjISkZGRGD58OAwGA5KTk1FRUYGamhoMGDBAGsisWLECJ0+e7DCJiAc39yUtHa45LcHhw4dLCz9mQnMPcdyxsbGIiYmB0+mE3W5Ha2urNLcpKirCiRMnpK2k2WyWWk1ms1n2mK7r8r+MIdXV1SEmJgbJycloampC9+7dkZ+fL/tH13VkZ2ejoKAAQUFBSE1NxSOPPCLtEK9Era2t2LRpk7g3r0Wrp0U7bdo0BAcHy/er+HeDwYCcnBxpwXmlQn08dBsbG5Gfnw+n04moqKgfLOp3Jfp/wdEvALBR07SXAZwAsMpzfRWAtZqmnYNbk5/+Qx/EE1E9/VSNjZNGTaexsRGnTp0S5oyIiJAKetnZ2WhsbERZWRlsNhs2btwoPksKHAYPN2/ejCFDhqCmpga///3vZVGIC58wYQI++OADzJ49G5988gkcDgeSk5MxcOBAgR2ydDIFZmNjIx555BEA7o3x5ptvikbNsarpyxQeqmBXER+NjY1IT08H4O4iP2fOHDn8CKskJjoxMRHNzc2or69HdXU1srKyEBgYiOzsbMTHxwvO2WAwiAbFeaGmS9OQMRHWyGH3J7vdLk0rCLnk+tHNxO9oL0BV3z8Ar9RvXdcl1qAmVBGiqZIKr+RcAZc1eZLqg1e1KwbryU8qsqupqUnep9ZO9x61bZVPOZ7AwEDU19cjODhYsnJVNEZ4eDjy8/Nhs9lQXl6OsrIyjBgxAm+//bYE44DL9Vny8vKQl5eH9PR0TJgwAT179pQ4TElJCcLCwhAVFYWkpCTs3btXymzPmzfPK87CtTCZTPjuu+8wZMgQ9O/fHy6XC3//+9+xYsUKEcz8P7oOOG6uq4o+ovBzuVwCJeSa9OzZUyq6slwClS6n0wmz2SwWXGBgIMxms/j4nU4nysrKkJeXh9raWikfwlhBfHy8HBjcb7W1teJuNBgMAjMmj9psNkFWfffdd1iwYAEMBgPS0tIwffp0pKWlCcyWrqjGxkYcPnxY3C1qdn37faPuW8YPyRfcG5zH3Nxc1NTUyLNyD6iuMX4WUUeMi4SGhkqMjBDla6UfJeh1Xd8PYL/n9XkAIzu4xwlg2o/8XC/fdHvkBIUpzWqWvqVgpouAjRMqKytRXl6OuXPnYsiQIV6fxcQZu92OyZMnY+XKlaitrcX48eOlXsnJkydRVVWFw4cP4/7770evXr2g6zq2b9+Oxx57zD1xHhfI4cOHcdtttyEkJAS7d++WVmzBwcHYtGkTTp486eXr1T2wSDXgRw1XdRGo2XJs8N3c3CzaNYOZuq4L0kbNTDWbzRg5ciRCQkJgt9tx8eJFHD16VLSK6OhoxMTEICIiQtKq6Y/lfDY1NaGurk5SvKmxsbYQ7yEKhT5XmvXA5UAmtT9+tooqUV0FavBJhZwBlwV8ezy+SldC6FDYcx75bKoLS32fQUGVL6l80PJSg8SEwrF1I+eE2r7T6RSrqrq6GkOHDsUHH3wgiUTt+bNnz54IDg7GokWLMGbMGPTs2VOClHv27JEuWM899xwMBgPee+89DBgwQBLbmEl9+vRp9OzZE2fPnsWZM2eQmpoqrrA1a9Z4xYvaa7g8RFXYs+pW5Bps2LABc+fOhcPhgNPpRGRkJMrKyoRHgcuoJuZu0NVKpYrWApFbvXr1knVxOBziGq2trcXx48dFIBOZo/rEIyIiUF1dLbxOfD7hq5zns2fPYtGiRRg4cCBuu+023H777eIWqqyslICvimW/mhVAF6tapgC4jNQJCAjAmTNnBMFEHqSgVy16xjisViva2tpkLllKhf97rdRlMmNVM58bi5NATYP9ZBkM4glLHHdLSwsqKipQVVWF1atX4+6775bNSc2trc1dpXDNmjUYNWoUrFYrHn30UUmqCQ4OFnfOxYsXce7cOeTk5KCyshKPP/44wsLC0NzcjDNnziA/Px9WqxWVlZVS+XDq1KlobXX34Hz77bdFq1KDhQya0oXCRJL2Ao0Cp7W1Fb/73e+wfPlyCZiqmi+Dpkye4ngDA93tAsPCwhAfH48xY8bAbrfDbrfLwVhWVibFs6ipqmnWfEaLxYIRI0ZIoTIevlwvPjP9ryEhIXKfpmm4cOGC+OBDQ0MRFRUljKsGQ1VoJYW9mjBGTZsaG7VRap1qXIM/nFd+BjcrD0oWQ1PNfTVW0NTUhG7dusk9qmbLz6XLSD0UAEgderocioqKYDab8f7773vVDvL394fdbkdISAiOHj2KEydOyDrfd999kuQWEhKCGTNm4Pjx4zh8+DDWr1/v5evn937xxRcoKSmB0WjEkSNHUFZWhsTERPTv3x+apmHlypU4d+6c1x6kS4YCk+4z1bqmhcR7+vbtizvvvBO/+MUv8MYbb8gz7tixAzNmzJDKpUajERcuXECKB8tOeDAtSMaHiEJjXMPf390/QfVNs9x2W1ubuIoyMzNRUlKCtrY2mEwmREVFeR1i0dHRXkJSdc1lZmbi1KlT+Otf/4qYmBiMHj0a48aNQ05ODr766iusXr0a//znP8VqU3s+OJ1OWcOWlhb8+te/9toPJPJEdna2yAFWkaV84H5obGxEYWGh9Do2Go0wmUwiE1SX7rVSlxD03DTtE1lIZDRuKFVDpvYLADU1NaioqMBzzz2Hu+++28vvzcXJy8tD7969MW/ePCxcuBCjR4+GxWIR//DOnTuRl5eHvn374qmnnkJgYCDy8vJw9uxZxMXFycEzdOhQpKSkoHv37sjLy8POnTvRo0cP0WqXLFkiNUT42QAksYluA2KheSBwPigwnE4nHnroIcyYMcNrYQnBomCnKcukCgoYCv3Q0FDEx8fD4XDAbrcjIiJCSg7THcaqlmojaV3XUV1dDavVioqKCtmgfHYGWznPFM707ZeUlKC2thZhYWFITEwUHz77xbIAVkhICJKTk70OfNVdoGqS6jzx/avxFl0e7f3gnDOa7bym67rg6Cn81QC+ethwzG1tbZIkpiJzyJ9OpxOlpaUIDAzEjh07pO+CyuO0RtPT06Vm/9KlS8XSqq6uxscff4xz585h6dKluPXWW2G1WvHVV1/hN7/5jZelNHHiRDkwt23bhtDQUEybNk1QSBs2bPBqHENyudxd1VQhyfXhuFQ347hx49CrVy+p2Krr7kYmjY2NKC0tlYJnRqNR9gMFnJ+fn0CL+Zltbe72kSaTycvXT2uGtZ+4R9gMpKGhASkpKRK8ZbIfiXOvuoZZ4ZWBWWr558+fx6ZNm5CcnIzx48dj7dq10HV3VdRly5YhMzNTrDh1/kaPHo3k5OQr8mJlZSVKSkpk7FRAqFzxwHO5XKLQRkVFISYmxguQwPliHadroS4h6GmacPHUTURNgto4BRNwGWPNSSgvL8djjz2G2bNnfy+4Sbrpppuwbt06XLhwAYMHD8bYsWPR2tqK2tpaNDc3Y9iwYfjyyy/x6KOPymmbmpqK5ORk2O12KYdApMw777wj6IKJEyeiqakJX3/9Nfbu3StaJgN4gHtRGRQmg9HtwrlQadCgQWKtEC5JuGFraysiIyNRV1cHk8mEqqoqKVNMRmIQklo23T8sBczxELLa1tYmFRjpYzSbzbh06ZJoXZmZmejWrZv4/JmQRROcBw01vx49eojQo2BmaQJ1jRiYUrHzKmpH3VTqPNEVQ75RzWZqmDxQdQ90jxYELQZVU1dhlioaiocFXQrAZfeG6hpScfkMOtbU1MBut+N//ud/vtdNiTVjkpOTUVxcjBdeeAF1dXV4/vnnBdlSVlaGXr16SQCeMFSisFjYLigoCDabDUFBQfj8889RXV2NmpoazJw5UzJSFy9eDJvNJjxHRYTuyJiYGMkoZqYn54xzwLmmy4Qup+DgYJSUlODMmTOIjY1FbGwsTCYT7HY7IiMjpWEO42TMMibftLdYqQRSqNJtyPWhVRAWFiZrz1LPcXFxwvthYWHSDJ77gOvF7GbyAp+noKAA77zzDlatWgWj0YiRI0di8+bNaGtrw6lTp7B+/Xp8+umn8iyTJk1CXFycF+4egFipR44c8VIayKNqTEvTNEk2ZEE4WjqUhezHofb3/SHqEoIewPc0riv5XlUtkkxQU1ODoqIiZGRk4OmnnxaIIHA5bfnkyZPIysrClClThDEfeOAB8acajUacP38eS5YswX/9139JQanRo0fD5XLhq6++ko4wGzduxIMPPoiQkBCMHDkS9fX1GDRokCzKkiVLpCpdR2MBIIWeyOztXTykW265RVAbx48flwJWqjuiqKhI6s+UlZV5BQ6JwaVgM5lMqK6uhslkkmQio9EobiAWMKurq4PBYEB4eDhaW1sRHx8vHbYmTJgAf39/0dAYSyDzsj4PGdrhcEjj66vB1OgyUjcBBWlH/3s1H6XquqHgpr+fygTHHBISIs072sMLVaglv7+9ac6NqvJnW1ubHFpMtvviiy++l7ZOC2/Tpk3o27cvEhMToes6Zs2aJcILACwWC1asWCHlcJcvX44nnnhCxvPuu+9i3rx5aG5uxueff44HHngAQ4cOlRoz7Mm6ZcsWZGdnS/CvfXEv4DK6hhaBeuipQplrRvTWW2+9hd///ve47bbbMG7cOBGKDGZSoJrNZvH9E+1FJYDuRrpwWG2UhxDLbdNVyeQpk8kkHcSoPDEbmtc1TUOvXr0kX4PPRn5gNi7dcHRDOhwO1NfXY9u2bfjHP/6BlJQU3HHHHXjttdewdOlSHDt2DF9++SXuvvvuDquAMsB9+vRpQZmp+5wuMmap2+12hIWFoVu3bggPDxeFjTx/pX4NV6NrR9z/hMRNwU2mujK4CE6nUzQnCo+WlhbYbDaUlpZi2LBh0pxBLR9Apo2Ojsa5c+fw1ltvYd++fXjxxRdFyH/yySdSW75///5iyvO1zWZDVVUVwsPDUVhYKCig2tpaHDx4EHFxcWJO/uUvf5GAnNoNiESNnvXkqfExuEQTjgzYu3dvaXe3detWtLS0YOfOnThz5gwAeAVFiaSpqakRFws3JxEluu7GZDO13Wq1SiSfiScmkwkxMTEA3Bh0apzcBHTxsBNSa2urNFXRNE2yctXNxGAnLRs1sEdhTjSQKkRVvzkFJ1FKFN4qtT8QqO3zMxg3YOE1ulU0TZPAF+eprc1d9oH8Sd5TNU26mrhu6iHS1NSE3NxcVFdXY/369UhKShLYHA9jfo7RaMSxY8fwzjvvYNSoURg0aJDcu3HjRtGSBw0ahD59+siBGBAQgPfeew+/+c1vEBAQgFdffRUxMTFwOBzYsWMH/vnPf2LIkCHw9/dHdnY2Vq9eLfurfdyDigb7GdAqJgKL/0cNNSIiQj6HDVUcDgcCAwORkJAAp9OJo0ePirLVrVs3WCwWibH5+flJcTMiVhgMJ/8wiMu9olaw5WHAGB2tAR4GxN/X1NSgpqYG9fX1wushISGIjo6W0t9MFGSZByoArOaqtvIrKirC6tWrMXv2bMyaNQvHjx/HCy+8IIX+eIhSIfDz80N1dTVKSkrEJcq9Rh7nXgkJCUG/fv3Qs2dPWCwWQQmSv/iMqlV5LdQlNPq2tjZpZkCznwvMuugqDpsDtNlsKCsrQ+/evbFs2TJxWwDfb0IQExODuXPnYs2aNZg9e7YXZHP69OkS6PzVr36FDRs24OTJk4iLi0NSUhIKCgrw4osvorm5Gbt27UL//v2xbds25OfnIyIiQhqS1NbW4vPPP/+em6EjokAiU6mHGHC5ez3xvn5+7qYJhNdt2bIFLS3uLlb9+vXD1KlTYbPZRBunS0Vtj9fY2CgMxVgHETKEiNJX7OfnJynrra2t4uemT53IAYvFgurqajmIebiSadU1VVFVqr9d1fypTalzqGr4Hf3dnpdU4riamppgt9vFRUhLSg2aUqBzI+m6jvr6ejgcDi8BQV4kn6oBPmr2LpdLisbNnj0bN998s5dVqiLN2tra8MADD+Czzz5DaWmppMnTGrnllluwadMmvPDCC8jLy8Nvf/tbWCwWLF++HHFxcejRowcMBgNOnz6NQYMGwel04qOPPoLT6cRdd90lvLVjxw5UVlZ+D+nUnihQ2uPl1QOU/mQqZP7+/oiJiRHh63A4cOutt2Lbtm348MMPkZKSguHDh0tmOJFkAMR9ooIIGJgOCgoSHuaeZoCcfBkQcLlXMjVhWqsARNir46BXgFnp9LlTUPM3FQJ13SnEqfEfOHAAhw4dQp8+fTBr1iwkJiaKBUKe/O677+TwZDyIBxpdUX5+flLaW7XuVbcN9xT3wbVSlxD03Pz0ufn5+cFqtcp7nBwuKtPs6+rqEBsbi23btnltWuByR6Pc3Fxs3boV6enpyMzMxPz5873MzsWLF2PChAnIzc2VhtLnz5/Hn/70J7hcLhw6dAj33nsvGhsbsWvXLkybNg3R0dH49ttv0dDQgEmTJiEgwN0l6eWXXxbB+EPQJ7VuCu+n8AAg9dR5n1oxMDY2Fhs3bhSs7Z///Gfs3r0bqampAg9jXEA9GGkZEeYGuJmwpqbGCx7JzUSEDc1eavYmkwlNTU0iFGNiYqSmOAAvmCU3FUsdc61Vv2tzc7OYx2pJ6o6QCypPdMToHQl6usioBHB81ADJL9SsdF0XSwW4LOjoOlDhv9RW6VcODg6WTOJLly7hlVdekdIG6trTEvjwww9hMLgbpt9yyy147bXXRIhu374dFosFX3/9NWpra1FVVYXU1FSkp6djypQpsFqteP/99zF//nxJoFqwYAFaWlpw7NgxxMTEICEhQRSUzZs3S1XIqwl61p+xWq1emrxacpf8RcgteaO4uFiysfv37w+Dwd0LIj8/HytWrJCyxfPnz5c9qyZiURGh4mAwGGA2m4V36OakO4ht/1SUF9fKZrNJBjT3Bct4sLqrzWaT5kaM2ZD/uLaEOYaHh8NsNsPhcCAxMVH2OhWb48ePIzc3F01NTUhKSsLjjz+OtLQ0OBwOfP311+JBaO+GZhVP9pVWY110C5IXjUajV07OtZL2Q5rnv4ICAwP1uLg4MWX4u71PVvXb+vm5a5dv375dyrWq/8NTtE+fPmhoaMDChQuRkZGB++67T05zbqglS5Zg4cKFaG1txbJly5CamoqqqipcunQJCQkJUu6AglPX3XVLGMwNDAzEa6+9hk8++QT9+vVDTk4OrFbrVYsOJSYm4uLFiwgLC0NERASMRiOMRqPXGJqamrB27VpJhKqqqkJYWBgOHDiAu+++WwRGc3MzVq5cib1790o51wcffBAWiwUApLa3y+WS94kQoUAiBI6+Wd6v+liBy93p6WrjZjQYDLh06ZJYA6pgpRDlodXc3AybzYaCggJpmML2fiEhIaisrBRECOeCm4KbgOvQUQarajpbLBaxAJiww3so8DnXqiBj4H3Xrl2IjY3tsPZNe6KZTmvk4Ycfxh/+8Ifv8XNzczMKCwvRq1cvuFwubN68GVlZWXj99de9DhcA+Oyzz5CQkID09HSUlZXhww8/RN++fXH69Gnouo6MjAxcuHABWVlZSExMlLpGoaGheOihhxAYGIjy8nLMnDkTTqcTvXr1wjfffIPa2loZj7pniGwzmUwoKSmBxWJBTEyMWNYqYqS1tRXbt2+XQ7mpqQllZWWIjIzE8ePHcccdd+DcuXOy/hUVFaivr4fNZsOqVatEI6ZiQGXCbDYjIiICkZGRiImJEYuUZZrpXqL7lqU92trapKiewWCQxCQKen53e9SWqjnz4LFarQJKoAuFNaTYTITxBKPRKE1o6LakJdvS0oK4uDj5bsoeKlwqUo4BclrFwOWmOsz6JVqLSsoXX3xxXNf1EVdlTHQRjf5aiea1y+WCxWLB2rVrBUrVPuDZ0tKCqKgovPrqq3A4HEhLS0NGRoac0jk5OdiyZQsqKioQFxeHVatWYcCAAWhoaMD48eNht9uxdu1aTJ48GWazGfn5+Zg3bx4aGhrwyiuvICQkBJMmTYKmacjOzsbOnTsRGxuLwYMH48yZM1fVmAC320nT3JUO+/Xr51UKFYAw1sqVK/H888+Lxl9fXy9lj0mBgYEYN24cxo8fj0uXLqGqqgoHDhxAVlaWbAo2N2c6OoOjoaGh0mKP/lIKbyJ7qEGpeQ4UCtT4mpqaEBUV5WV+1tfXCxJEhWNqmhtXP2DAAGFYBkyprat15lVB3h6NpV7riNRsR7qsgMuCvX3QlxqVn5+fQCyvlVRrZcKECZg3b16HWOewsDD07t0bq1atQlFREerq6vDcc89JM5SWlhZs2LABZWVlqKysRPfu3VFRUYFjx45h7ty5SEhIgN1ux6233oo+ffqgtbUVAwYMQEpKCvbv34+8vDzceuutclD+8Y9/RH19PaZMmYIjR458z/ptT3V1dUhKSoLRaMSoUaNgMBhQWFjo9T+MyWzevFka/wDA6tWrYbFYMGPGDOTm5opbxGw2w+VySTezqVOnwmKxSKcsBo3ZsayiogLnzp0ThBbjViNHjpSSHVxTKhfM0WB5bpU/Cfetq6uTZ6fiYbPZpBE8D+qYmBj07t1b+JwCHLgc7+HBztLadOVFRERIRm5ra6ske/GQJKyXgp7Px+RvoQEAABOHSURBVHhSR+ANTdMQHh4OPz+/71WDvRbqUoKeD36lIAP9ZUFBQVi0aBG6d+8u5hDJ5XJh//79SE5ORu/evSWq/9RTT8mpb7PZEBsbi+TkZNx7773o27cv7HY7Nm7ciCeeeAIHDx7EoUOH8NJLL6G8vByvvPIKoqKisHPnThQUFMBsNmPcuHHi012+fDmio6Mxa9YsHDx4UAKG7V1JFJJ0xYSGhqK4uBgulwu1tbUwGo3CaDzRd+3ahUceeQTJycno3r07Vq9ejb1792Lp0qUSGyA6prKyUmqg33PPPbj55pvR2trqVRipoKAAmZmZ4gtlsI3aU2xsLIxGo7hUXC4XIiIi5GAiM7KevRr8VFsaVlZWerXxCwx0t+arqalBaWkphg4dKk2s6feniaq2alOzMnkAqcKe13mP6r9X+5Qy4YjCnAoDrQOui+qrVctZ00pR+ZSkCggAuP322/HSSy95oXP4fkVFBQoKCjB8+HDce++9ePvttzFt2jSYTCYJqmuahqlTp+Kdd97Biy++CIPBgAMHDmDWrFmor6/HggULMGXKFPTo0QOffvopjhw5goEDB6K6uhpHjx5Famoqfvazn8HlcmHv3r3Yv38/fvnLXyI4OBi7d+/2yutQic/INoua5m6gEh0dLQKa80NteOnSpfjyyy/xzDPPwGKx4LHHHsPBgwcRGRmJs2fPIiEhQUp7s5xGYGCggAjIawQpEALKGkRWqxUFBQVSl+jixYs4f/487Ha7V90hYuJra2vRt29fKcbGjGSuJTXy4uJitLa6e1aYzWbJpSGPUeGhksAgbbdu3VBRUYG2tjax2Mk3dLfy4PHz85PPpTJEZYMygIebmqehWsua5s6liY+PR319vdcz/hhvTJcQ9EQgcANfKeOLGtiDDz6IoUOHAricxq66O1JTU7F161a0tbk7F82fP1+QEn5+fti1axfq6upw9uxZXLp0CZWVldi9ezfuv/9+WCwWBAQEoEePHpL8kpaWhn//939HVlYWrFYrhg0bhoEDB6K5uRkHDhzAqVOnMHfuXGnirSY/qaQuJgOw5eXlqKmpQWxsrBfcTQ0kzZ07F+np6fjtb3+L22+/HS0tLcjKykJcXJyMOyIiAhcuXIDZbJYMVJZ5ZUkEtgFkzkFtba0k8tjtdvTs2ROVlZUSC6Af2WazyRxTk+ZrBlj5zPRXVlZWClyMG4HmbFpampdvVdd1qYevxgO40dqTmvRCC42xCAow1bepHhZELxAZw8CeqmQQDaLyJg+fjvhTdTFFR0fj5z//ucwTDxCuP+sTvfHGG6isrITFYpEOTgz+rl+/HhUVFYiIiMDWrVsREBCAo0eP4o477hAXV1paGoKCglBYWIgFCxagqakJ7777LsLCwuTzHA4HPv74Y8TFxSEhIQE5OTmoq6v7wYxKg8FdFri+vh4Wi0W6cnEe1UMiPDwcOTk52LdvH6ZPn46QkBBMnDgRVVVViIqKkiJvxcXFIvAiIyPh5+eH0tJSQXGpSBv606nAMOmKiJuUlBSxBAB3uYeamhppmMP2lkePHpXDNigoCBEREaLN9+zZU5RG5lmovGEwGLyqr6qoQFoXnBMeBLRaubf9/PzEfUTEmr+/v1SipJuNh2b7BDp+V3R0tFeyF0EU1x3qBrhcsxmA+Eq5kC6XS7SzwYMHY86cOXJdTXgpKipCQUEBRo8ejdTUVOzfvx9jx46VKDizHmfMmIGnn34ar7/+Opqbm7F+/Xr853/+J8xmM9544w2EhIRgypQp2Lp1K06cOIHFixejra0N+/btQ2BgIMaMGYOGhgbU1dVhzZo1SE1NxfDhw5GZmYkLFy5IgFV1KaguAi4utSZqryzMpGqPLpcLlZWVGDFiBAwGd9OVKVOm4O2330Z6ejoiIyPF0qGAZGSeCAtVKFOziY+Pl6YhAwYMED/77t27cejQIfHFU/PiZmBdegCijauBZSIZQkND0bt3b1y4cEEKorUfL2MetAKo5VB4U3tU0UjqeNS5au/maW1thdlsRkNDg6wHXXxqHoKqXPAg4IHRPl2evt/2pSr4OaGhoVi4cCESExPlEKLFqes6Nm/ejKFDh+Kee+7B/v370dDQgDfeeEPuJR6cbSgnTZqEpqYmvP/++3jsscewd+9e7NixA/Pnz0d1dTWWL1+OkSNHSsEyWnJJSUlwuVzYvXs3jh49ildffRVOpxOVlZUSRFctkPbavdPp9MKQ88BknEMNlFNIjRkzBk6nE9HR0WhoaMCzzz4Lf39/zJkzB2azGSaTSSpVcg6pGPAgpYCkAKaw5fNwT5nNZlFEiJNnaQQWlgsODpYDhVBXlsMmJDMkJARhYWFe6CG6F9W54fe4XC6v/JjW1lYpA0KliAFjtYMdeY6aPq1i8iHXgkAU8iJLb1CBVOdb3RPXQl1S0PM3XTIUjJMnT5YmxWoZAfadPHToEEpKSrBjxw44nU6MGDECEydOlIW7dOkStm3bhvPnz2P06NFYtmwZgoKCcPbsWWRkZCA2NhZ2ux2jRo2S9P1Bgwbh448/xunTpxEeHo4ZM2aICbtx40acO3cOr732mrQ6Y+EqVZPriKh1k4iVBSBMAlyujbN48WKMHj1aTNGBAwdi3bp1ePLJJ72EK32NwcHBCA8Pl9ocKtJI1ZgojBwOB4xGI+655x5kZWUJw/MAYQVABqe4PtR0KRjJyBz/4MGDYbPZUF9fL8KZmnp1dbX0RqWmev78efmciIgI1NbWevGICmHkgaAyPJUD+vyBy+UiCOGjC4fzwc/hmBmwbf+d3LTq93ONoqOj8atf/QpRUVEiwNSgWmFhIUpLS5GTkwObzYbg4GD84Q9/EB9zUFAQMjMzcfjwYdjtdqSmpmLFihX49ttvMXPmTCQmJkowlWsWGRmJgIAAvPvuuygoKECvXr3Qp08fuFwulJWV4aOPPkJ6ejoSEhLw7bfforS0VFArVxMSdHmQVD+4irfnfPv5+eGJJ57AsmXLBEF0++23Izs7G4cPH8akSZMkZ4MWAv3ZTOZzuVySi0IFjn728PBwEfZ01RE1Rk2fyBValIx38JAiikhF7TgcDolfRUZGiquRY1Rdeg6HA6dPn/Zaf3Uv0yVFZYp7mcFiWrM8HAi/tFqtMteqpUC3kslk8pINPGx/LHUJQa9GvgFvdAIRIunp6cjIyBCNlMKbzOLn54eHH34Yp06dwrp16zB48GDMnj1bfLPffPMNBg8ejICAAIwdOxZ33XUXgoKCsGLFCixatAhHjx7Fm2++iUcffRSxsbH429/+hj59+uC+++5Da2sr8vPzkZSUhNjYWLS2tuLs2bP44osvMG7cOCQnJyMnJwfV1dXCPO1N3PZCn2ahqpmSOdVAI9OpQ0NDMWfOHPzyl7+E0+nEvffei6+++grh4eGSAUgYm8lkQnBwMEwmk5iIVqtVamPw4KTJTA2rtrYWAQEBSElJ8Uqq0TQNaWlpknBCYUmipksfvuoisVqtMJvNMBqNKCoqknGqMDJqK+Xl5YKhJnETU9thsxAVpsb5pXbf1NSE0NBQNDc3y2dxnslval1vCmUKfM4Rf1RkjmptcdMHBgbi8ccfR3x8vDwHzXTO68CBA5GcnIxNmzbhwIEDePnll8V/W1xcjMbGRvTs2RN79uzBwoULERoaijVr1mD+/Pkwm83YsmULioqK8PTTTyMnJwfr1q3DkiVLYDAYsGPHDtTV1WH69OnyvJ9++ilqamrw1FNPCXb90qVLMme0AjkO4LI1xL95YBM/zn2mWgOqAvH5559j0KBBEp/59a9/jU8//RROpxMxMTECsaWSER0djTNnziA8PFx4UD2EmJCl6zoiIyNRUFAg8221WkXYE0ZJ5YnuFBVK7O/vL+W8GxsbpdJmXV0dGhsbYbPZYDQaER4eDpPJJHNmt9tRWFgIq9WKm266CcXFxaLIEVJK/uPBRP5nzgYPfu5l7vf6+nqptMlnphVLq5AQTs4x4ziqG/haqEsIegBeZQs4eQxQDRo0CHfddZeY9mp/VJvNhu3btyMoKAg/+9nPkJ2djaeffhpJSUmCS6fp9cILLyApKQlBQUF4/vnnAQDDhw9HS0sLMjMzERwcjPz8fNFO/+3f/k0qXZpMJkyePFksgw0bNqCtzZ3oQg3i1KlT8l0/tBBsIDFmzBgcOnRImI/ajup7B9xwP4fDgaysLLS1ucuh8jtTUlKkIiYLUNEfHBYWJo1ZKBy5WZhYwpwFAJKO3r5sAH3l1JhUa4uIB7qOKBgYzLXZbDCZTEhLSxP4GzNN/fzcWY2EvbEcMvlA0zRpeUj/JxOaKLT4msI8Li5OsnfbB1ZVfDIAL+0NuGwRsCkGcwmMRqOY+fxe1viZOXOmJBjxs+x2O8xmM/bt24eTJ08iPT0dpaWlSEhIwJ/+9CeYzWZBUISHh2PLli0oLCxERkYG3n//fdTV1aGkpATDhg1DWFgYcnNzkZiYiNLSUmRlZeGRRx4RpMaePXswe/Zsgad++eWX2LZtG6ZOnYoBAwbg4sWLaGhokG5JFKbt4aLkOZalTk5OhsViQWZmpqBW2sfTOK8sEfDdd98hMTERkydPlkbmTz31FB566CHcdNNNApOkJRcREeEVhCTvc57Js8HBwQJTpLLBbmdUkBjAZc4JP5elkGk1hIWFCTomNDQUAQEB4pKkq6+xsRHl5eXIz8+Hv78/+vbtK+8xY5mHIL+H7k0Kcr7PeVbrXRkMBmn+wr69Lpe7/WZwcDDq6uoAQCpaqnNCedkROudK1CVw9Jqm2QHkdvZz/H+mKLRriH6dk288XZtutPEAN96YforxJOu6Hv1DN3UVjT73WkD/1xNpmvbNjTQm33i6Nt1o4wFuvDF15ni6RFEzH/nIRz7y0U9HPkHvIx/5yEc3OHUVQf+Xzn6An4ButDH5xtO16UYbD3DjjanTxtMlgrE+8pGPfOSjn466ikbvIx/5yEc++onIJ+h95CMf+egGp04X9JqmjdM0LVfTtHOapj3T2c9zLaRpWpKmafs0TftO07RsTdN+67keqWnaF5qm5Xl+mz3XNU3T3vGMMUvTtGGdO4KOSdM0g6ZpJzRN+2/P36maph3xjGeTpmmBnutBnr/Ped5P6czn7og0TTNpmvaxpmk5nnUadQOsz//x8NtpTdM2aJoWfD2tkaZpf9U0rULTtNPKtR+9JpqmPey5P0/TtIc7YyzKs3Q0ptc9fJeladqnmqaZlPee9YwpV9O0+5TrP60cZGZgZ/wAMADIB5AGIBDAKQD9O/OZrvG54wAM87wOB3AWQH8ASwE847n+DIAlntfjAewEoAFIB3Cks8dwhXHNA/ARgP/2/L0ZwHTP65UA5npePwlgpef1dACbOvvZOxjLGgCPel4HAjBdz+sDIAFAAYAQZW0euZ7WCMAYAMMAnFau/ag1ARAJ4Lznt9nz2tzFxjQWgL/n9RJlTP09Mi4IQKpH9hn+FXKwsxd+FIDdyt/PAni2sxnyfzGOrQDuhTu7N85zLQ7uRDAAeA/ADOV+ua+r/ABIBLAHwF0A/tuzwaoUhpW1ArAbwCjPa3/PfVpnj0EZS4RHKGrtrl/P65MAoMgj4Pw9a3Tf9bZGAFLaCcUftSYAZgB4T7nudV9XGFO79x4AsN7z2ku+cY3+FXKws103ZF5SsefadUMek3gogCMAuuu6XgYAnt8xntuuh3G+BeBpAKwUZgFQq+s6i5erzyzj8bxv89zfVSgNQCWAv3lcUR9omhaG63h9dF0vAfAGgIsAyuCe8+O4fteI9GPXpMuvVTuaA7dlAnTimDpb0HdU9eu6wXtqmtYNwCcAntJ1ve5qt3ZwrcuMU9O0iQAqdF0/rl7u4Fb9Gt7rCuQPtzn9Z13XhwKoh9stcCXq6uOBx3d9P9wmfzyAMAAZHdx6vazRD9GVnv+6GZemaQsBuACs56UObvuXjKmzBX0xgCTl70QApZ30LD+KNE0LgFvIr9d1/R+ey+WapsV53o8DUOG53tXHORrAJE3TCgFshNt98xYAk6ZprIekPrOMx/O+EUDNv/KBf4CKARTrun7E8/fHcAv+63V9AOAeAAW6rlfqut4C4B8AbsX1u0akH7sm18NawRMkngjgP3SPPwadOKbOFvTHANzkQQ4Ewh002tbJz/SDpGmaBmAVgO90XX9TeWsbAKIAHobbd8/rD3mQBOkAbDRXuwLpuv6sruuJuq6nwL0Ge3Vd/w8A+wBM9dzWfjwc51TP/V1Gq9J1/RKAIk3T+ngu3Q3gDK7T9fHQRQDpmqaFeviPY7ou10ihH7smuwGM1TTN7LFyxnqudRnSNG0cgAUAJum63qC8tQ3AdA8iKhXATQCO4l8hBzsziOHhu/Fwo1byASzs7Oe5xme+DW7TKgvASc/PeLh9oHsA5Hl+R3ru1wCs8IzxWwAjOnsMVxnbnbiMuknzMOI5AH8HEOS5Huz5+5zn/bTOfu4OxjEEwDeeNdoCN0Ljul4fAC8CyAFwGsBauNEb180aAdgAd3yhBW4t9uf/mzWB2+99zvMzuwuO6RzcPnfKhpXK/Qs9Y8oFkKFc/0nloK8Ego985CMf3eDU2a4bH/nIRz7y0U9MPkHvIx/5yEc3OPkEvY985CMf3eDkE/Q+8pGPfHSDk0/Q+8hHPvLRDU4+Qe8jH/nIRzc4+QS9j3zkIx/d4PR/AcpjEyeSg6bLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hmerge2,'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# BFMatcher解决匹配\n",
    "bf = cv.BFMatcher()\n",
    "matches = bf.knnMatch(des1,des2, k=2)\n",
    "# 调整ratio\n",
    "good = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75*n.distance:\n",
    "        good.append([m])\n",
    "\n",
    "img5 = cv.drawMatchesKnn(img1,kp1,img2,kp2,good,None,flags=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img5,'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FAST特征点提取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "img6=cv.imread('./lena_std.png',0) # 读入lena灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Threshold:  10\n",
      "nonmaxSuppression:  True\n",
      "Total Keypoints with nonmaxSuppression:  2805\n"
     ]
    }
   ],
   "source": [
    "fast=cv.FastFeatureDetector_create()#获取FAST角点探测器\n",
    "kp=fast.detect(img6,None)#描述符\n",
    "img6 = cv.drawKeypoints(img6,kp,img6,color=(255,255,0))#画到img6上面\n",
    "print (\"Threshold: \", fast.getThreshold())#输出阈值\n",
    "print (\"nonmaxSuppression: \", fast.getNonmaxSuppression())#是否使用非极大值抑制\n",
    "print (\"Total Keypoints with nonmaxSuppression: \", len(kp))#特征点个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img6,'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Harris角点检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "img7=cv.imread('./chessboard.png',0) # 读取棋盘灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "gray = np.float32(img7) # 输入图像必须是 float32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "dst = cv.cornerHarris(gray,2,11,0.04) # blocksize为2，ksize为3 ，k在 0.04 到 0.05 之间，这里取0.04"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这段代码是膨胀，提升后续图像角点标注的清晰准确度，可有可无\n",
    "dst = cv.dilate(dst,None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这里是设定一个阈值,当大于这个阈值分数的都可以判定为角点\n",
    "#这里的dst其实就是一个个角度分数R组成的，当 λ 1 和 λ 2 都很大，并且 λ 1 ～λ 2 中的时，R 也很大，（λ 1 和 λ 2 中的最小值都大于阈值）说明这个区域是角点。\n",
    "#那么这里为什么要大于０．０１×ｄｓｔ.max()呢，注意了这里Ｒ是一个很大的值，我们选取里面最大的Ｒ，然后，只要dst里面的值大于百分之一的Ｒ的最大值，那么此时这个dst的Ｒ值也是很大的，可以判定他为角点\n",
    "#也不一定要０．０１　可以根据图像自己选取不过如果太小的话，可能会多圈出几个不同的角点\n",
    "img8=cv.imread('./chessboard.png') #这里用原图像\n",
    "img8[dst>0.00001*dst.max()]=[0,0,255] #角点用红色显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cv.cvtColor(img8,cv.COLOR_BGR2RGB))\n",
    "plt.show()\n",
    "# 红点太小了，但仔细看还是有不少角点没标记。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 感觉Harris的角点检测判断的不够准确，很多点没判断出来，ORB的判断就好很多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
